Abbreviations in journal papers
I would do it per paper, unless the paper is extremely long and some abbreviations are defined (and used) in the start, but not used again until 20 or 30 pages later.

It's okay to remind a reader what the abbreviations mean, but avoid annoying the reader by being overly and unnecessarily repetitive.