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Emulate or Estimate? The Divergent Strengths of Base and Post-Trained Language Models for Opinion Simulation

arXiv cs.CL · 2026-08-05 Cached

This paper distinguishes between two tasks in LLM opinion simulation—emulation (generating individual responses) and estimation (directly predicting population distributions)—and finds that base models are better emulators while post-trained models are better estimators, using the Pew American Trends Panel.

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what's the actual wow use case for "AI agents" in 2026?

Reddit r/AI_Agents · 2026-07-09

An analysis of AI agent adoption in 2026, citing Gartner, McKinsey, and Deloitte data showing that while over 40% of agentic AI projects are forecast to be cancelled by 2027 and fewer than 10% of enterprises have scaled one for real value, coding agents have become default practice with over 90% deployment. The article finds the predicted 'wow' use case is uneven, concentrated in coding assistance and document retrieval, while governance remains immature.

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@FinanceYF5: 2/ The dividing line has been drawn, but no one has sent notice. None of the five flagship models have a high-income proportion below 50%, while among American adults that tier is only about half. Even worse is the low end: among Claude users, those earning under $50k per year account for only 4%, while among American adults that tier is 24%.

X AI KOLs Following · 2026-06-03 Cached

This tweet, based on survey data, shows that high-income earners make up over 50% of users of the five flagship AI models, far above the American adult average. Meanwhile, low-income earners are extremely rare among Claude users.

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