AINeutralarXiv – CS AI · 6h ago7/10
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The Geopolitics of AI Safety: A Causal Analysis of Regional LLM Bias
Researchers developed a causal analysis framework to audit bias in Large Language Models across seven global models, revealing that Western AI systems exhibit higher refusal rates for specific demographics while Eastern models show low intervention rates with regional sensitivities. The study demonstrates that traditional fairness metrics significantly overestimate demographic bias by conflating cultural context with model behavior, challenging current approaches to AI safety evaluation.
🧠 Llama