When Students Annotated Against the Machine: A Classroom Case That Rewrote Recommendation Logic

https://www.paste-bookmarks.win/why-frontline-university-instructors-struggle-to-adapt-teaching-for-a-world-with-generative-ai

How a 48-Student Seminar Turned One Text Into a Testbed for Algorithmic Judgment In a fall seminar on contemporary rhetoric, I had 48 undergraduates annotate a single 2,400-word essay using a shared annotation platform