When pairwise MTL does not improve upon STL, most of the time All MTL will not improve upon STL, either -with one exception: COM.
the pairwise MTL performances of UPOS, XPOS, NER and FRAME (TE⊕DEC) are mostly negative and so are their All  Table 5: F1 scores for TE⊕ENC.