Unverified50% confidenceFactExact time
A study evaluated six knowledge tracing models on four public educational datasets and tested 12 threshold levels ranging from 0.50 to 0.99.
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50%
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Long-term
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10/4/2026
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UnverifiedThe test case generation solution is divided into five progressive levels: a single agent plus prompt achieves only approximately 30% coverage, a workflow approach can achieve approximately 80% coverage, and an exploratory learning approach can achieve over 90% coverage.71% similarUnverified实验采用8:2比例划分数据，20%作为内部测试集，训练集内部使用5折交叉验证，并移除重复记录以避免数据泄漏69% similarUnverified该测试样本规模相对有限（5个模型、13个代码库），结论有待更大规模验证67% similarUnverifiedThe same ordering—relation information preceding entity information—is observed across all 16 model–threshold combinations (threshold range 0.2 to 0.5).67% similarUnverifiedAfter 15 training epochs on the demonstration dataset, the text classification model achieves an accuracy of 99%, with a total of 110,000 model parameters (16,000 for Attention, 33,000 for FFN, and the remainder for Embedding)66% similar
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