Adopt not equal to Adapt: Longitudinal Analyses of LLM Conversations in the Wild

arXiv:2605.29018 · cs.AI, cs.CL · Submitted 2026-05-27 · Read on arXiv

cs.AI, cs.CL

Submitted: 2026-05-27

Updated: 2026-08-31

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• Chain-of-Thought Prompting — 2× in this paper · explained in 2 episodes
• Generative AI — 2× in this paper · explained in 2 episodes
• Actor — 1× in this paper · explained in 3 episodes
• Adaptation — 1× in this paper · explained in 1 episode
• Benchmark — 1× in this paper · explained in 2 episodes
• Benchmarking — 1× in this paper · explained in 3 episodes
• Frustration — 1× in this paper · explained in 2 episodes
• Named Entity Recognition (NER) — 1× in this paper · explained in 2 episodes

Sources

• How Students (Really) Use ChatGPT: Uncovering Experiences Among Undergraduate Students
• Longitudinal Study on Social and Emotional Use of AI Conversational Agent
• Which Economic Tasks are Performed with AI? Evidence from Millions of Claude Conversations
• The Use of Generative Search Engines for Knowledge Work and Complex Tasks
• Clio: Privacy-Preserving Insights into Real-World AI Use
• Working with AI: Measuring the Applicability of Generative AI to Occupations
• WildFeedback: Aligning LLMs With In-situ User Interactions And Feedback

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