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Idrees

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Open access 2026

Response Stability of Large Language Models Under Meaning-Preserving Prompt Variation

Single-prompt assessments provide limited evidence about whether task-relevant response properties remain stable when the same communicative intention is reformulated. This study examined response stability under controlled, meaning-preserving English prompt variation using 648 responses from 12 researcher-selected arg...

Idrees, Yong-Zhi Liu · 0 citations
Review Open access Aug 2026

Evaluating Cultural Balance and Representation in ChatGPT and DeepSeek-Generated EFL Materials

Generative artificial intelligence is increasingly used to create English as a Foreign Language (EFL) reading materials, yet fluent output may still simplify cultural groups. This study compared 24 classroom-oriented passages generated by ChatGPT GPT-5.6 and DeepSeek-V4 from 12 identical prompts submitted on 22 July 20...

Idrees, Yong-Zhi Liu · 0 citations

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