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ResearchFormerly WizWand

Named Entity Recognition on Resume (test)

96.65F1 ScoreW2NER
93.16694.070594.97595.8795Jul 12, 2021Nov 2, 2021Feb 23, 2022Jun 16, 2022Oct 7, 2022Jan 28, 2023May 21, 2023
Updated 8mo ago

Evaluation results

MethodLinks
W2NER2021.1296.6596.9696.35
Clean dataMethod Category=Upper Bound2023.0596.31——
Ma et al. (2020)2021.1296.1196.0896.13
CPLLType=Ours2023.0596.07——
BERT + MECT2021.0795.98——
MECT2021.0795.8996.495.39
Li et al. (2020b)2021.1295.86——
SoftLexicon (LSTM) + bicharbichar=true2021.0795.7495.7195.77
LW lossMethod Category=PLL2023.0595.64——
SoftLexicon (LSTM)2021.0795.5395.395.77
BERT2021.0795.53——
Baseline2021.0795.45——
PLT2021.0795.495.3495.46
Token-level VotingMethod Category=Voting2023.0595.39——
LGN2021.0795.3795.2895.46
LR-CNN2021.0795.1195.3794.84
Gui et al. (2019)2021.1295.1195.3794.84
Yan et al. (2019)2021.1295——
CAN-NER2021.0794.9495.0594.82
PRODEN-mlpMethod Category=PLL2023.0594.9——
Entity-level VotingMethod Category=Voting2023.0594.88——
Lattice-LSTM2021.0794.4694.8194.11
Zhang and Yang (2018)2021.1294.4694.8194.11
Zhang and Yang (2018)Model=char-based + bichar + softword LSTM2021.0794.4194.5394.29
Zhang and Yang (2018)Model=word-based + char + bichar LSTM2021.0794.2494.0794.42
Zhang and Yang (2018)Model=word-based LSTM2021.0793.5893.7293.44
Zhang and Yang (2018)Model=char-based LSTM2021.0793.4893.6693.31
SeqcrowdMethod Category=Annotator2023.0593.3——