my rear passenger window in my 04 ls used to do the same. it eventually went down after some time and it has been a while since it hasn't worked so I haven't replaced anything.
You need a new window regulator. A common problem and it's not hard to do. Do a search on the forum and should find ton of information. If there's a Carquest or Napa near you, you can purchase them from there.