We incorporate prior knowledge that we observe in web search query logs as constraints on these latent aspects.
for discriminative methods, we use several named entities, e.g., Movie-Name, Restaurant-Name, Hotel-Name, etc., non-named entities, e.g., Genre, Cuisine, etc., and domain independent dictionaries, e.g., Time, Location, etc.