Moreover, the true semantics of the concept definitions is actually related to some missing words, but such true semantics will not be favored by the objective function, since equation 2 allows for too strong an impact byX ij = 0 for any missing word.
the LSA model, in the context of short texts, is allowing missing words to have a significant "uncontrolled" impact on the model.