Semantic Role Labeling (predicted predicates)

4 papers with code • 2 benchmarks • 3 datasets

PropBank semantic role labeling with predicted predicates.

Semantic Role Labeling as Dependency Parsing: Exploring Latent Tree Structures Inside Arguments

yzhangcs/crfsrl COLING 2022

Semantic role labeling (SRL) is a fundamental yet challenging task in the NLP community.

60
13 Oct 2021

Generalizing Natural Language Analysis through Span-relation Representations

jzbjyb/SpanRel ACL 2020

Natural language processing covers a wide variety of tasks predicting syntax, semantics, and information content, and usually each type of output is generated with specially designed architectures.

90
10 Nov 2019

Linguistically-Informed Self-Attention for Semantic Role Labeling

strubell/LISA EMNLP 2018

Unlike previous models which require significant pre-processing to prepare linguistic features, LISA can incorporate syntax using merely raw tokens as input, encoding the sequence only once to simultaneously perform parsing, predicate detection and role labeling for all predicates.

202
23 Apr 2018