The paper claims linguistic features such as discourse markers and prefaces can both predict perceived professionalism and distinguish human from LLM-generated expert questions, but the correlation evidence is internally inconsistent and the professionalism construct is never directly modeled.
Clayman and John Heritage
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Modeling Professionalism in Expert Questioning through Linguistic Differentiation
The paper claims linguistic features such as discourse markers and prefaces can both predict perceived professionalism and distinguish human from LLM-generated expert questions, but the correlation evidence is internally inconsistent and the professionalism construct is never directly modeled.