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Author

Akbar Bahari

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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
#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
#generative ai Dataset Open access Sep 2026

What Makes Generative AI an Instructional Intervention? A Mixed-Methods Systematic Review of Comparison Conditions, Self-Regulatory Processes, and Independent Performance

Generative artificial intelligence (GenAI) is often treated as a single educational intervention even when studies compare different guidance structures and assess outcomes under different levels of tool availability. This mixed-methods systematic-review draft examined comparison conditions, self-regulatory processes,...

Zhengbin Dong, Yue Qiu, Akbar Bahari · 0 citations

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