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5 articles in Fairness & Bias · Clear filtersSort byNewest·Trending

CLIP's Multimodal Neurons: What Happened When Interpretability Assumptions Failed

Fairness & Bias

Latest

4 min read

CLIP's Multimodal Neurons: What Happened When Interpretability Assumptions Failed

Discovery of Multimodal Neurons OpenAI researchers found neurons in CLIP (Contrastive Language-Image Pre-training) that respond to the same concept across different presentations: images, icons, or re

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Fairness & Bias

5 min read

Fairness Assurance Readiness Checklist

You can t mitigate bias you can t measure. The CDEI s Fairness Innovation Challenge highlights the need for collaborative approaches to tackle AI bias and fairness. The government s white paper identi

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Demographic Data Access for Bias Testing: A Field Guide

Fairness & Bias

4 min read

Demographic Data Access for Bias Testing: A Field Guide

Scope - What This Guide Covers This guide tackles a specific challenge in AI fairness: obtaining demographic data for bias testing when direct collection isn t possible. You ll find practical steps fo

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Fairness & Bias

4 min read

Gender Bias Audits That Actually Work

Your AI system passed the benchmark. It still discriminates. This gap between evaluation and reality highlights the current challenge in detecting gender bias within AI governance. You re running stan

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Can LLMs Learn to Discriminate on Their Own?

Fairness & Bias

5 min read

Can LLMs Learn to Discriminate on Their Own?

Context: Questions From Teams Rolling Out AI in HR After Princeton researchers found that large language models (LLMs) scored about 65% higher than humans on a segregation scale in hiring simulations,

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