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Keith Livingstone

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#large language models Review Open access Oct 2026

A Protocol to Identify Large Language Model Use in Undergraduate Chemistry Essays

Large language models (LLMs) such as ChatGPT have been widely adopted by chemistry undergraduate university students as a learning tool, but few methods exist to measure the scope of their influence on essay writing. This report introduces a protocol based on monitoring the frequency of specific words used excessivel...

Keith Livingstone · 0 citations

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