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  language:
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  - ar
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  **📄 First File: AR-AES Dataset - Essays and Marks**
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  This file contains all essay responses with their associated human-assigned scores. It also includes metadata about the evaluation context and student groups.
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  language:
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  - ar
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+ **📌 AR-AES: Arabic Automated Essay Scoring Dataset**
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+ The AR-AES dataset is the first publicly available resource designed to support research in Automated Essay Scoring (AES) for the Arabic language. It includes 2,046 manually
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+ graded essay responses collected from undergraduate students at Umm Al-Qura University in Makkah, Saudi Arabia, across a range of academic disciplines and essay types.
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+ Each essay has been independently annotated by two human graders using structured rubrics, enabling the study of inter-rater reliability and the development of fair and
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+ interpretable AES systems. Rich metadata is included for each response, covering variables such as course name, student gender, exam type (online or traditional),
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+ typical answers ("gold answers") for each essay prompt in both Arabic and English, and detailed criterion-based scoring.
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+
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+ ---
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  **📄 First File: AR-AES Dataset - Essays and Marks**
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  This file contains all essay responses with their associated human-assigned scores. It also includes metadata about the evaluation context and student groups.
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