Thank you very much for your answer.

But, the thing is that my .bib is in my Dropbox folder and that I do not
want to move it away from it (it is a file that I share with the members of
my lab). Isn't it possible to add my Dropbox folder in the paths that
TextMate as to search when doing the auto-completion? Any idea how to do
this?