Can Assigned Learner States Be Recovered from Synthetic Tutoring Dialogues? A Factorial Study with SLEF

With synthetic learners, researchers can assign a learner profile explicitly and combine its dimensions in a controlled design. This raises a practical question: how much of the assigned profile can be read back from a tutoring dialogue? This matters beyond evaluation: an AI tutor that could read a