Intuitively, a smoothed language model should enhance the coherence between terms with large semantic association, and analogously for those positional adjacent terms.
the terms that are close to each other (either semantically related or positionally adjacent) should have similar (smoothed) language models; the closer they are, the more similar their smoothed language models are.