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News/Topics as Proxies for Sociodemographics: How Conversational Context Affects LLM Answers
arxiv
PublishedJune 4, 2026 at 4:00 AM
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Topics as Proxies for Sociodemographics: How Conversational Context Affects LLM Answers

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arXiv:2606.02776v2 Announce Type: replace Abstract: When large language models (LLMs) are used in high-stakes scenarios, such as legal, medical and financial advice, even a single conversation history is enough to drive differences in outcomes between users. Prior work has demonstrated that this res

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