Choosing between prepadding and postpadding for variable length sequence data in a CNN
I don't think that it makes a difference. As long as (1) your sequence is long enough to handle a reasonable amount of your sentence/paragraph/whatever and (2) you are consistent in they way you pad between your training cycles and your prediction cycles, then which padding direction you use should be a moot point.