In that case, I wonder if it can output a probability score for each tag at each position, like pycrfsuite does? Then the output could be ensembled with other taggers, or otherwise pass that confidence information downstream.

Also, maybe a dumb question - is there any library or best-practice method for the ensembling of taggers / chunkers? Or must I create it myself from scratch?