notesum.ai

Published at November 27

cs.CY

cs.HC

Released Date: November 27, 2024

Authors: Neil C. C. Brown¹, Pierre Weill-Tessier¹, Juho Leinonen², Paul Denny³, Michael Kölling¹

Aff.: ¹King's College London, UK; ²Aalto University, Finland; ³University of Auckland, New Zealand

Attribute	Type	Method of extraction
Word count	Integer	Count number of words, including words in code, but ignoring punctuation, symbols and emoji.
Reading level	Real	Flesch-Kincaid Reading Grade Level (Kincaid, 1975).
Sentiment	Real	VADER Sentiment Analyzer (Hutto and Gilbert, 2014), compound polarity score.
Model	Category	The name of the AI model or the term “Human” to indicate how the hint was generated.
Telling	Boolean	Feedback-literacy-inspired category. See subsection 4.7.
Guiding	Boolean	Feedback-literacy-inspired category. See subsection 4.7.
Developing understanding	Boolean	Feedback-literacy-inspired category. See subsection 4.7.
Opening up a new perspective	Boolean	Feedback-literacy-inspired category. See subsection 4.7.
Partially incorrect	Boolean	Flag indicating whether a hint was partially incorrect.