Common TF-IDF variants arise as key components in the test statistic of a penalized likelihood-ratio test for word burstiness
arXiv:2604.00672v1 Announce Type: new
Abstract: TF-IDF is a classical formula that is widely used for identifying important terms within documents. We show that TF-IDF-like scores arise naturally from the test statistic of a penalized likelihood-ratio…