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Semantic Role Labeling on CoNLL 2012

97.2F1 ScoreDEEPSTRUCT
78.68883.49488.393.106Oct 4, 2018May 12, 2019Dec 19, 2019Jul 27, 2020Mar 5, 2021Oct 12, 2021May 21, 2022

Evaluation results

MethodLinks
DEEPSTRUCTmode=multi-task2022.0597.2
DEEPSTRUCTmode=w/ finetune2022.0596
TANLTraining Setting=standard2021.0187.7
TANLTraining Setting=multi-task2021.0187.7
TANL2022.0587.7
TANLTraining Setting=multi-dataset2021.0187.6
ELMO-SPANModel Type=Ensemble2018.1087
BERT SRLTraining Setting=standard2021.0186.5
Shi and Lin, 20192022.0586.5
ELMO-SPANModel Type=Single2018.1086.2
He+ 18Model Type=Single2018.1085.5
Tan+ 18Model Type=Ensemble2018.1083.9
He+ 17Model Type=Ensemble2018.1083.4
Dep and SpanTraining Setting=standard2021.0183.1
Tan+ 18Model Type=Single2018.1082.7
He+ 17Model Type=Single2018.1081.7
Peters+ 18Model Type=Single2018.1081.6
Zhou+ 15Model Type=Single2018.1081.3
FitzGerald+ 15Model Type=Ensemble2018.1080.1
FitzGerald+ 15Model Type=Single2018.1079.6
Täckström+ 15Model Type=Single2018.1079.4