At each step in a simulated interaction, either (1) the label for a new example from this set is revealed by the teacher, (2) a new data measurement is provided as a natural language explanation by the teacher, or (3) the learner seeks a clarification about the parse of the previous explanation.
from the learner's perspective, over time the size of the unlabeled data decreases, and the labeled examples increase (see Equation 2).