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Author

Peter Crosthwaite

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Open access Aug 2026

Prompt Sensitivity in AI Writing: A Methodological Caution for Corpus‐Based Analysis of AI‐Generated Language

Recent corpus‐based studies suggest generative AI systems such as ChatGPT can approximate human patterns of interpersonal metadiscourse in argumentative writing. These conclusions are typically based on AI‐generated texts produced using a single prompt, despite AI output being highly sensitive to even minor changes i...

Peter Crosthwaite, S. Sun, Jiang Feng · 0 citations

Artificial Intelligence in Language Education

A unique, on-the-ground perspective on the practical and ethical integration of GenAI in pre-tertiary EAL/D education is offered, providing actionable insights for educators to advance personalised learning through GenAI.

Peter Crosthwaite, Louise Grosvenor · 0 citations

Artificial Intelligence in Language Education

The new version retains the core concordancing, n-gram and disciplinary variation functions of its predecessor while introducing a range of significant enhancements including a rebuilt Python/FastAPI backend, five collocation association measures, and – most substantially – a fully integrated large language model (LLM)...

Peter Crosthwaite · 0 citations

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