mlsanityData to 14 Oct 2026

Beyond Tools: Understanding How Heavy Users Integrate LLMs into Everyday Tasks and Decision-Making

arXiv 2502.15395 ↗First posted 21 Feb 2025cs.HCcited by 5

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Abstract (arXiv)

Large language models (LLMs) are increasingly used for both everyday and specialized tasks. While HCI research focuses on domain-specific applications, little is known about how heavy users integrate LLMs into everyday decision-making. Through qualitative interviews with heavy LLM users (n=7) who employ these systems for both intuitive and analytical thinking tasks, our findings show that participants use LLMs for social validation, self-regulation, and interpersonal guidance, seeking to build self-confidence and optimize cognitive resources. These users viewed LLMs either as rational, consistent entities or average human decision-makers. Our findings suggest that heavy LLM users develop nuanced interaction patterns beyond simple delegation, highlighting the need to reconsider how we study LLM integration in decision-making processes.

Key facts. Cited by 5 papers in the map (data through 14 Oct 2026). First posted on arXiv 21 Feb 2025.

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Citing papers per year: 2025: 1; 2026: 4.

5 papers.