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Flat Named Entity Recognition on OntoNotes 5.0 (test)

91.9Micro F1PL-Marker
86.07687.58889.190.612Sep 13, 2021Nov 17, 2021Jan 21, 2022Mar 27, 2022May 31, 2022Aug 4, 2022Oct 9, 2022

Evaluation results

MethodLinks
PL-MarkerImplementation=Our model2021.0991.9——
Random Packing2021.0991.8——
DSpERTbest score=true2022.1091.7691.4692.05
Zhu and Liyear=20222022.1091.7491.7591.74
T-ConcatImplementation=Our implementation2021.0991.7——
Yu et al. (2020)2021.0991.3——
Yu et al.year=20202022.1091.391.191.5
SeqTaggerImplementation=Our implementation2021.0991.2——
Li et al.year=2020b2022.1091.1192.9889.95
Li et al. (2020)2021.0991.1——
DSpERTaverage of multiple independent runs=true2022.1091.0690.8791.25
Shen et al.year=20222022.1090.9691.4390.73
Li et al.average of multiple independent runs=true, year=20222022.1090.590.0390.97
Yan et al. (2021)2021.0990.4——
Yan et al.year=20212022.1090.3889.9990.77
Devlin et al. (2019)2021.0989.2——
Ma and Hovy (2016)2021.0986.3——