Named Entity Recognition (NER) on CoNLL++

Metric: F1 (higher is better)

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#	Model↕	F1▼	Extra Data	Paper	Date↕	Code
1	LUKE + SubRegWeigh (K-means)	96.12	No	SubRegWeigh: Effective and Efficient Annotation ...	2024-09-10	Code
2	LUKE（Large）	95.89	No	LUKE: Deep Contextualized Entity Representations...	2020-10-02	Code
3	Noise-robust Co-regularization + LUKE	95.6	No	Learning from Noisy Labels for Entity-Centric In...	2021-04-17	Code
4	RoBERTa + SubRegWeigh (K-means)	95.45	No	SubRegWeigh: Effective and Efficient Annotation ...	2024-09-10	Code
5	CL-KL	94.81	No	Improving Named Entity Recognition by External C...	2021-05-08	Code
6	CrossWeigh + Pooled Flair	94.28	Yes	CrossWeigh: Training Named Entity Tagger from Im...	2019-09-03	Code
7	Pooled Flair	94.13	Yes	CrossWeigh: Training Named Entity Tagger from Im...	2019-09-03	Code
8	Noise-robust Co-regularization + BERT-large	94.04	No	Learning from Noisy Labels for Entity-Centric In...	2021-04-17	Code
9	BiLSTM-CRF+ELMo	93.42	No	Deep contextualized word representations	2018-02-15	Code
10	BiLSTM-CNN-CRF	91.87	No	End-to-end Sequence Labeling via Bi-directional ...	2016-03-04	Code
11	LSTM-CRF	91.47	No	Neural Architectures for Named Entity Recognition	2016-03-04	Code

#1LUKE + SubRegWeigh (K-means)SOTA
96.12
F1· 2024-09-10
SubRegWeigh: Effective and Efficient Annotation Weighing with Subword Regularization Code
#2LUKE（Large）SOTA
95.89
F1· 2020-10-02
LUKE: Deep Contextualized Entity Representations with Entity-aware Self-attention Code
#3Noise-robust Co-regularization + LUKE
95.6
F1· 2021-04-17
Learning from Noisy Labels for Entity-Centric Information Extraction Code
#4RoBERTa + SubRegWeigh (K-means)
95.45
F1· 2024-09-10
SubRegWeigh: Effective and Efficient Annotation Weighing with Subword Regularization Code
#5CL-KL
94.81
F1· 2021-05-08
Improving Named Entity Recognition by External Context Retrieving and Cooperative Learning Code
#6CrossWeigh + Pooled FlairSOTA
94.28
F1· Extra Data· 2019-09-03
CrossWeigh: Training Named Entity Tagger from Imperfect Annotations Code
#7Pooled Flair
94.13
F1· Extra Data· 2019-09-03
CrossWeigh: Training Named Entity Tagger from Imperfect Annotations Code
#8Noise-robust Co-regularization + BERT-large
94.04
F1· 2021-04-17
Learning from Noisy Labels for Entity-Centric Information Extraction Code
#9BiLSTM-CRF+ELMoSOTA
93.42
F1· 2018-02-15
Deep contextualized word representations Code
#10BiLSTM-CNN-CRFSOTA
91.87
F1· 2016-03-04
End-to-end Sequence Labeling via Bi-directional LSTM-CNNs-CRF Code
#11LSTM-CRF
91.47
F1· 2016-03-04
Neural Architectures for Named Entity Recognition Code