English

Exercise Hierarchical Feature Enhanced Knowledge Tracing

Computers and Society 2020-11-20 v1 Artificial Intelligence Computation and Language Machine Learning

Abstract

Knowledge tracing is a fundamental task in the computer-aid educational system. In this paper, we propose a hierarchical exercise feature enhanced knowledge tracing framework, which could enhance the ability of knowledge tracing by incorporating knowledge distribution, semantic features, and difficulty features from exercise text. Extensive experiments show the high performance of our framework.

Keywords

Cite

@article{arxiv.2011.09867,
  title  = {Exercise Hierarchical Feature Enhanced Knowledge Tracing},
  author = {Hanshuang Tong and Yun Zhou and Zhen Wang},
  journal= {arXiv preprint arXiv:2011.09867},
  year   = {2020}
}

Comments

5 pages, 4 figures, Accepted by AIED 2020. In the 21st International Conference on Artificial Intelligence in Education (AIED 2020)

R2 v1 2026-06-23T20:22:19.256Z