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Generation of Kazakhstan's unified national testing variants using AI: a platform for automatic task creation with expert control

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This study examines the use of artificial intelligence for Automatic Item Generation (AIG) in the context of Kazakhstan's Unified National Testing (UNT) and presents a human-in-the-loop platform for scalable, expert-controlled test development. The objective ... ...