To evaluate the robustness of state-of-the-art SRL algorithms, we evaluate two representative SRL frameworks.
one is a traditional syntaxbased SRL system that leverages a syntactic parser and manually crafted features to obtain explicit information to find semantic roles (Gildea and Jurafsky, 2000;Xue, 2008) we employ the system introduced in Feng et al.