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Fine-tuning LLMs on social media data can improve the superficial style of generated comments but simultaneously degrade their semantic accuracy, revealing a critical disconnect between form and content.
LLM-generated social media content is measurably different from human-generated content, raising serious questions about using LLMs as proxies in social science research.
