@Dan I'm about to reach beyond my actual knowledge here (this was a long time ago), but term frequencies in general
versue inverse frequencies in a particular document are significant.
This might be helpful. (If not, sorry to butt in. I worked at a company where another project was doing automated clustering, in the 90s, so I heard some talks but never really internalized this stuff. But I remember the term IDF-TF.)