Named Entity Recognition (NER) on Weibo NER

Metric: F1 (higher is better)

LeaderboardDataset

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Results

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#	Model↕	F1▼	Extra Data	Paper	Date↕	Code
1	BERT-CRF (Replicated in AdaSeq)	72.77	No	Improving Named Entity Recognition by External C...	2021-05-08	Code
2	Baseline + BS	72.66	No	Boundary Smoothing for Named Entity Recognition	2022-04-26	Code
3	BERT-BiLSTM-context	72.08	No	Supplementary Features of BiLSTM for Enhanced Se...	2023-05-31	Code
4	FGN	71.25	No	FGN: Fusion Glyph Network for Chinese Named Enti...	2020-01-15	Code
5	SA-NER	69.8	No	Named Entity Recognition for Social Media Texts ...	2020-10-29	Code
6	AESINER	69.78	No	Improving Named Entity Recognition with Attentiv...	2020-10-29	Code
7	Locate and Label	69.16	No	Locate and Label: A Two-stage Identifier for Nes...	2021-05-14	Code
8	FLAT+BERT	68.55	No	FLAT: Chinese NER Using Flat-Lattice Transformer	2020-04-24	Code
9	Glyce + BERT	67.6	No	Glyce: Glyph-vectors for Chinese Character Repre...	2019-01-29	Code
10	SLK-NER	64	No	SLK-NER: Exploiting Second-order Lexicon Knowled...	2020-07-16	Code
11	Collaborative Graph Network	63.09	No	-	-	Code
12	NFLAT	61.94	No	NFLAT: Non-Flat-Lattice Transformer for Chinese ...	2022-05-12	Code
13	LSTM + Lexicon augment	61.24	No	Simplify the Usage of Lexicon in Chinese NER	2019-08-16	Code
14	FLAT	60.32	No	FLAT: Chinese NER Using Flat-Lattice Transformer	2020-04-24	Code
15	Lattice	58.79	No	Chinese NER Using Lattice LSTM	2018-05-05	Code
16	TENER	58.17	No	TENER: Adapting Transformer Encoder for Named En...	2019-11-10	Code
17	BiLSTM+CRF+adversarial+self-attention	53.08	No	-	-	Code

#1BERT-CRF (Replicated in AdaSeq)SOTA
72.77
F1· 2021-05-08
Improving Named Entity Recognition by External Context Retrieving and Cooperative Learning Code
#2Baseline + BS
72.66
F1· 2022-04-26
Boundary Smoothing for Named Entity Recognition Code
#3BERT-BiLSTM-context
72.08
F1· 2023-05-31
Supplementary Features of BiLSTM for Enhanced Sequence Labeling Code
#4FGNSOTA
71.25
F1· 2020-01-15
FGN: Fusion Glyph Network for Chinese Named Entity Recognition Code
#5SA-NER
69.8
F1· 2020-10-29
Named Entity Recognition for Social Media Texts with Semantic Augmentation Code
#6AESINER
69.78
F1· 2020-10-29
Improving Named Entity Recognition with Attentive Ensemble of Syntactic Information Code
#7Locate and Label
69.16
F1· 2021-05-14
Locate and Label: A Two-stage Identifier for Nested Named Entity Recognition Code
#8FLAT+BERT
68.55
F1· 2020-04-24
FLAT: Chinese NER Using Flat-Lattice Transformer Code
#9Glyce + BERTSOTA
67.6
F1· 2019-01-29
Glyce: Glyph-vectors for Chinese Character Representations Code
#10SLK-NER
64
F1· 2020-07-16
SLK-NER: Exploiting Second-order Lexicon Knowledge for Chinese NER Code
#11Collaborative Graph Network
63.09
F1
No paperCode
#12NFLAT
61.94
F1· 2022-05-12
NFLAT: Non-Flat-Lattice Transformer for Chinese Named Entity Recognition Code
#13LSTM + Lexicon augment
61.24
F1· 2019-08-16
Simplify the Usage of Lexicon in Chinese NER Code
#14FLAT
60.32
F1· 2020-04-24
FLAT: Chinese NER Using Flat-Lattice Transformer Code
#15LatticeSOTA
58.79
F1· 2018-05-05
Chinese NER Using Lattice LSTM Code
#16TENER
58.17
F1· 2019-11-10
TENER: Adapting Transformer Encoder for Named Entity Recognition Code
#17BiLSTM+CRF+adversarial+self-attention
53.08
F1
No paperCode