A new evaluation framework using MMD on Biber features shows LLMs deviate from human linguistic distributions across registers, with closest models varying by register rather than size.
Applied Corpus Linguistics
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High-progress GenAI chatbot sessions featured more learner-initiated questions and prompting-based corrective feedback after responses, while low-progress sessions had more clarification requests.
citing papers explorer
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How Human-Like Are Large Language Models? A Register-Aware Linguistic Evaluation Framework
A new evaluation framework using MMD on Biber features shows LLMs deviate from human linguistic distributions across registers, with closest models varying by register rather than size.
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Dialogue Act Patterns in GenAI-Mediated L2 Oral Practice: A Sequential Analysis of Learner-Chatbot Interactions
High-progress GenAI chatbot sessions featured more learner-initiated questions and prompting-based corrective feedback after responses, while low-progress sessions had more clarification requests.