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Why LLM‑Generated Variables Aren’t Real Observations

Understanding the difference between LLM-generated variables and real observations is critical for ensuring the validity of AI models. LLMs produce synthetic data that often fails to replicate the statistical patterns of real-world populations, leading to flawed inferences. For example, a 2026…
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