Empirical replication across three LLMs shows only 31 of 213 user-state metrics meet reliability criteria for individual scores, supporting a validation framework for responsible AI in adaptive environments.
Multimodal Recognition of Users States at Human-AI Interaction Adaptation
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Can We Trust AI-Inferred User States. A Psychometric Framework for Validating the Reliability of Users States Classification by LLMs in Operational Environments
Empirical replication across three LLMs shows only 31 of 213 user-state metrics meet reliability criteria for individual scores, supporting a validation framework for responsible AI in adaptive environments.