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Meng Zhang

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#generative ai Dataset Open access Sep 2026

When does AI-mediated feedback support EFL/ESL learning? A mixed-methods systematic review and meta-analysis

Artificial-intelligence tools now deliver feedback to English language learners through automated writing evaluation, speech-recognition systems, intelligent tutoring, and generative chatbots, but evidence on their effects remains uneven. This convergent mixed-methods systematic review synthesised 195 studies of AI-med...

Meng Zhang, Xiu Xin, Akbar Bahari · 0 citations

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