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Concept Chunker

Overall Project Goal

Find out the relationships between concepts (ie. Addition, Arithmetic, Calculus) in MOOC courses.

Role of Chunker

To find relationships between concepts in a course, we must first figure out which words should be grouped together to form concepts.

Model Design

Model uses IOB tagging to determine where multiword concept phrases start and end 1 LSTM Hidden Layer (PyTorch)

Results

MOOC Lecture Dataset (Test): Accuracy: .961, Macro F1: .883