Transition-based Semantic Role Labeling with Pointer Networks. (arXiv:2205.10023v1 [cs.CL])

Semantic role labeling (SRL) focuses on recognizing the predicate-argument
structure of a sentence and plays a critical role in many natural language
processing tasks such as machine translation and question answering.
Practically all available methods do not perform full SRL, since they rely on
pre-identified predicates, and most of them follow a pipeline strategy, using
specific models for undertaking one or several SRL subtasks. In addition,
previous approaches have a strong dependence on syntactic information to
achieve state-of-the-art performance, despite …

arxiv labeling networks role semantic transition