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Fatima Ismail

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#large language models Open access Sep 2026

Six Architectures for Automated IELTS Writing Assessment: A Comparative Evaluation of Scoring Behaviour, Latency, and Cost

Automated evaluation of IELTS Writing Task 2 essays requires judging task fulfilment, coherence, vocabulary, and grammar in ways that approximate trained human examiners, while remaining fast and inexpensive enough for practical deployment. This paper presents a systematic comparison of six architectures for automated...

Fatima Ismail · 0 citations

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