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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Nan Li

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#small language model Dataset Open access Sep 2026

The Inference Ceiling of Generative AI Effects in English Language Learning

Claims that generative artificial intelligence (GenAI) improves language learning depend on the counterfactual, the assessment condition, and the time horizon. We conducted a convergent segregated mixed-methods evidence audit of GenAI-supported English-language learning and introduced an inference-ceiling framework tha...

Wen Hou, Nan Li, Akbar Bahari · 0 citations
#small language model Dataset Open access Sep 2026

The Inference Ceiling of Generative AI Effects in English Language Learning

Claims that generative artificial intelligence (GenAI) improves language learning depend on the counterfactual, the assessment condition, and the time horizon. We conducted a convergent segregated mixed-methods evidence audit of GenAI-supported English-language learning and introduced an inference-ceiling framework tha...

Wen Hou, Nan Li, Akbar Bahari · 0 citations

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