Improvements of SRL system via use of syntactic constraints is consistent with other observations (Punyakanok et al., 2008).
lastly, (Peters et al., 2018) proposed ElMo, a deep contextualized word representations, and improved the SOTA English SRl by 3.2 F1-points.