A shortcoming of these methods is that they consider all occurrences of a term in the corpus when calculating its representation, including many contexts that are irrelevant to the concept at hand due to polysemy, noise in the corpus or noninformative contexts.
the pattern-based approach consid-ers specific indicative patterns that signal the desired concept, looking for them in a large corpus, and extracting the terms that appear in them.