Large-scale analysis of wild LLM chat logs finds that user interaction patterns stabilize quickly after initial use and correlate with long-term outcomes like retention, creating an agency paradox of limited exploration in unconstrained systems.
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2 Pith papers cite this work. Polarity classification is still indexing.
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cs.HC 2years
2026 2verdicts
UNVERDICTED 2representative citing papers
ClayScape is a hybrid GenAI and clay 3D printing workflow that makes Chinese ceramic design more accessible to creators, as tested with four users who reported expanded creative options alongside agency challenges.
citing papers explorer
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Priming, Path-dependence, and Plasticity: Understanding the molding of user-LLM interaction and its implications from (many) chat logs in the wild
Large-scale analysis of wild LLM chat logs finds that user interaction patterns stabilize quickly after initial use and correlate with long-term outcomes like retention, creating an agency paradox of limited exploration in unconstrained systems.
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ClayScape: A GenAI-Supported Workflow for Designing Chinese Style Ceramics with Clay 3D Printing
ClayScape is a hybrid GenAI and clay 3D printing workflow that makes Chinese ceramic design more accessible to creators, as tested with four users who reported expanded creative options alongside agency challenges.