Before revision:  Thus, some recent spoken language understanding (SLU) modules have utilized an end-to-end structure that preserves the uncertainty information.
After revision:  Thus, some recent spoken language understanding (SLU) modules have utilized end-to-end structure that preserves the uncertainty information.