Inverse Document Frequency (IDF) is a measure used in information retrieval and text mining to evaluate how important a word is to a document in a collection or corpus. It helps to reduce the weight of terms that occur very frequently across documents, thus highlighting terms that are more unique and potentially more informative in distinguishing documents from each other.