This variance is especially high for local IDF, which serves as a strong signal as consistently observed in (Blair-Goldensohn et al., 2003).
contextualizing into word-level representation makes it natural to combine with word-level IDF scores in the model, and also enables indexing (Hwang and chang, 2005).