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Author

Haowei Hua

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Jul 2026

Cost-efficient generative AI summarization for scalable automated essay scoring in educational assessment

Overall, generative AI summarization offers a promising approach for scalable writing assessment while requiring careful validation of information preservation and fairness, and trade-offs among model capacity, summary fidelity, cost efficiency, and preservation of educational constructs are revealed.

Hao-Wei Hua · 0 citations

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