#bias-auditing News & Analysis

2 articles tagged with #bias-auditing. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

2 articles

AINeutralarXiv – CS AI · Apr 107/10

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Invisible Influences: Investigating Implicit Intersectional Biases through Persona Engineering in Large Language Models

Researchers introduced BADx, a novel metric that measures how Large Language Models amplify implicit biases when adopting different social personas, revealing that popular LLMs like GPT-4o and DeepSeek-R1 exhibit significant context-dependent bias shifts. The study across five state-of-the-art models demonstrates that static bias testing methods fail to capture dynamic bias amplification, with implications for AI safety and responsible deployment.

🧠 GPT-4🧠 Claude

AINeutralarXiv – CS AI · May 296/10

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GPF-LiveNews: A Streaming Evaluation Protocol for Group-Conditioned Framing in Large Language Models

Researchers introduce GPF-LiveNews, a streaming evaluation protocol that audits how large language models frame news differently based on group identities and prompts. Testing 23 models across 42 identity labels reveals that policy-oriented prompts trigger stronger semantic shifts in framing, while sentiment variation remains inconsistent, highlighting the need for continuous monitoring of LLM outputs in production environments.