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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

The findings show that cultural inclusion does not ensure balanced representation and the proposed review criteria help teachers and curriculum developers evaluate variation, specificity, stereotyping risk, and classroom suitability before using AI-generated materials.

Idrees, Yong-Zhi Liu · 0 citations

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