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I think the main difference - that is often overlooked - here is the fact that the semantic approaches offer one step further. They can find related text that share no keywords at all, but might share neighbours
[btw. the 'bayesian approach' I talk about in my essay is nothing less than a glorified keyword-occurence-comparison...]
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