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ResearchFormerly WizWand

Named Entity Recognition on MSRA

96.01F1 ScoreKnowCoder-X
87.669289.83469294.1654Jan 29, 2019Jan 15, 2020Jan 1, 2021Dec 18, 2021Dec 5, 2022Nov 21, 2023Nov 7, 2024
Updated 8mo ago

Evaluation results

MethodLinks
KnowCoder-XEvaluation Protocol=Supervised2024.1196.01——
YAYI-UIEEvaluation Protocol=Supervised2024.1195.97——
Glyce+BERTincorporates_glyph=true2019.0195.5495.5795.51
Li et al. (2022a)setting=reproduced2023.0594.9794.8895.06
BERTEvaluation Protocol=Supervised2024.1194.95——
DIFFUSIONNER2023.0594.9195.7194.11
BERT2019.0194.894.9794.62
NFLATLexicon=YJ Lexicon2022.0594.5594.9294.19
FLATLexicon=YJ Lexicon2022.0594.12——
SoftLexiconLexicon=YJ Lexicon2022.0594.0694.7393.4
Lattice-LSTM+Glyceincorporates_glyph=true2019.0193.8993.8693.92
WC-LSTMLexicon=YJ Lexicon2022.0593.7494.5892.91
LR-CNNLexicon=YJ Lexicon2022.0593.7194.592.93
LGNLexicon=YJ Lexicon2022.0593.4694.1992.73
PLTELexicon=YJ Lexicon2022.0593.2694.2592.3
Lattice-LSTM2019.0193.1893.5792.79
Lattice-LSTMLexicon=YJ Lexicon2022.0593.1893.5792.79
CAN-NEREmbeddings=100d pre-trained character and bigram2019.1192.97——
TENERScaled Attention=false2019.1192.74——
TENERLexicon=YJ Lexicon2022.0592.74——
Yan et al. (2019)2023.0592.74——
Li et al. (2020)setting=reproduced2023.0592.6391.9893.29
B2NEREvaluation Protocol=Supervised2024.1192.22——
BiLSTM2019.1191.87——
CRF-LSTM2019.0191.8792.9790.8
TENERScaled Attention=true2019.1191.67——
Shen et al. (2021)2023.0591.4692.290.72
Transformer2019.1188.35——
IEPILEEvaluation Protocol=Supervised2024.1187.99——