A hidden Markov tree over knowledge concepts with EM and one-step incremental updates outperforms deep and LLM knowledge tracing baselines in low-resource online classroom simulations.
Dynamic key-value memory networks for knowledge tracing
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
citation-role summary
background 1
citation-polarity summary
fields
cs.CL 1years
2025 1verdicts
CONDITIONAL 1roles
background 1polarities
background 1representative citing papers
citing papers explorer
-
A Hierarchical Probabilistic Framework for Incremental Knowledge Tracing in Classroom Settings
A hidden Markov tree over knowledge concepts with EM and one-step incremental updates outperforms deep and LLM knowledge tracing baselines in low-resource online classroom simulations.