ASSIST09 skill builder dataset

该数据集名为ASSIST09技能构建数据集，是知识追踪领域广泛使用的数据集，来源于ASSISTments平台，其中包含了分配给学生的习题集，旨在提升他们的能力。该数据集共包含525,535条记录，这些问题被标记为K-12数学课程中110项技能中的一项或多项。此外，110项技能由数学专家进行分类，他们将技能之间的关系划分为代数、概率、统计和几何等类别。值得注意的是，该数据集的稀疏性较高，大多数互动集中在少数几个问题上。该数据集的规模为525,535条记录，任务类型为知识追踪。

The ASSIST09 Skill-Building Dataset is a widely used dataset in the field of knowledge tracing, originating from the ASSISTments platform. It contains problem sets assigned to students to improve their mathematical abilities. This dataset has a total of 525,535 records, and each problem is labeled with one or more of the 110 skills covered in K-12 mathematics curricula. Additionally, the 110 skills were categorized by mathematics experts, who grouped the relationships between the skills into categories such as algebra, probability, statistics, and geometry. Notably, this dataset exhibits high sparsity, with most student interactions concentrated on a small number of problems. The dataset has a scale of 525,535 records, and its task type is knowledge tracing.

搜集汇总

背景与挑战

背景概述

ASSIST09技能构建数据集包含2009-2010年学生与数学问题的交互记录，每个问题关联一个或多个技能标签，学生需连续正确回答三个问题才能完成作业。数据集还提供了关于数据集的更新信息和使用要求，以及相关研究的引用。