That's why I'm confused.

Somebody else in this thread brought up performing some kind of k-gram analysis and building a "thesaurus" of sorts from that. While that can be really good for vector space style document matching, if you try and actually "read" the results, you can get some weirdness.

  The duck died.
  The car died.

Ergo duck <semantically equivalent> car.