4 TF-IDF evaluates the importance of a word in a document relative to a collection of documents. It combines term frequency (how often a word appears in a document) with inverse document frequency (reducing the weight of common words that appear across many documents). This technique highlights terms that are more informative for classification or clustering tasks.