Concept

What Should I Learn First: Introducing LectureBank for NLP Education and Prerequisite Chain Learning: Prerequisite annotation

  • The authors chose binary annotation that only have answers of yes and no, implying that even if the distance between two concepts in a concept graph is long, as long as "one concept is typically learned before the other" and "is helpful in building up knowledge" for learning the other, the author considered that a prerequisite relation exists.
  • Based on the concept labels provided by TutorialBank (Fabbri et al. 2018), the annotators constructed a directed concept graph with 208 vertices (concept) and 921 edges (A --> B means A is a prerequisite of B).
  • In the concept graph, cycles (a pair of very closely related concepts) and independent vertices (no prerequisite relations with any other concepts) exists.
  • In-degree: the number of the concept's prerequisite vertices; high in-degree means the concept is an advanced concept.
  • Out-degree: the number of vertices that the concept is prerequisite to; high out-degree means the concept is a fundamental concept.
  • The longest path consists of 14 concepts.
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Updated 2020-08-04

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Data Science