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This page is a summary of: Evaluating Current Tools for Pinyin Transcription: Can Customising a Chatbot Lead the Way Forward?, International Chinese Language Education Communications, November 2025, Clifford Publishing Limited,
DOI: 10.46451/iclec.20251101.
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