In the first sentence of Figure 7, for example, there is a potential chunk boundary between "she repaid me by hooking up with" and "my boyfriend" (because "my boyfriend" is itself a constituent).
there is a chunking where "my boyfriend" is its own, separate chunk, and in the preliminary alignment for that chunking, the pointer-network must have assigned "my boyfriend" a lower score than it did the rest of the chunks.