As was demon-strated in Titov and McDonald (2008), the topics produced by LDA do not correspond to ratable aspects of entities.
these models tend to build topics that globally classify terms into product instances (e.g., Creative Labs Mp3 players versus iPods, or New York versus Paris Hotels).