Named Entity Recognition (NER) on MSRA

Metric: F1 (higher is better)

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#	Model↕	F1▼	Extra Data	Paper	Date↕	Code
1	BERT-MRC+DSC	96.72	Yes	Dice Loss for Data-imbalanced NLP Tasks	2019-11-07	Code
2	BERT-CRF (Replicated in AdaSeq)	96.69	Yes	Improving Named Entity Recognition by External C...	2021-05-08	Code
3	Baseline + BS	96.26	No	Boundary Smoothing for Named Entity Recognition	2022-04-26	Code
4	W2NER	96.1	No	Unified Named Entity Recognition as Word-Word Re...	2021-12-19	Code
5	FLAT+BERT	96.09	No	FLAT: Chinese NER Using Flat-Lattice Transformer	2020-04-24	Code
6	BERT-MRC	95.75	Yes	A Unified MRC Framework for Named Entity Recogni...	2019-10-25	Code
7	FGN	95.64	No	FGN: Fusion Glyph Network for Chinese Named Enti...	2020-01-15	Code
8	Glyce + BERT	95.54	No	Glyce: Glyph-vectors for Chinese Character Repre...	2019-01-29	Code
9	ZEN (Init with Chinese BERT)	95.25	No	ZEN: Pre-training Chinese Text Encoder Enhanced ...	2019-11-02	Code
10	ERNIE 2.0 Large	95	No	ERNIE 2.0: A Continual Pre-training Framework fo...	2019-07-29	Code
11	DiffusionNER	94.91	No	DiffusionNER: Boundary Diffusion for Named Entit...	2023-05-22	Code
12	NFLAT	94.55	No	NFLAT: Non-Flat-Lattice Transformer for Chinese ...	2022-05-12	Code
13	FLAT	94.12	No	FLAT: Chinese NER Using Flat-Lattice Transformer	2020-04-24	Code
14	ERNIE	93.8	No	ERNIE: Enhanced Representation through Knowledge...	2019-04-19	Code
15	ERNIE 2.0 Base	93.8	No	ERNIE 2.0: A Continual Pre-training Framework fo...	2019-07-29	Code
16	LSTM + Lexicon augment	93.5	No	Simplify the Usage of Lexicon in Chinese NER	2019-08-16	Code
17	PIQN	93.48	No	Parallel Instance Query Network for Named Entity...	2022-03-20	Code
18	ZEN (Random Init)	93.24	No	ZEN: Pre-training Chinese Text Encoder Enhanced ...	2019-11-02	Code
19	Lattice	93.18	No	Chinese NER Using Lattice LSTM	2018-05-05	Code
20	CAN-NER Model	92.97	No	CAN-NER: Convolutional Attention Network for Chi...	2019-04-03	Code
21	TENER	92.74	No	TENER: Adapting Transformer Encoder for Named En...	2019-11-10	Code

#1BERT-MRC+DSCSOTA
96.72
F1· Extra Data· 2019-11-07
Dice Loss for Data-imbalanced NLP Tasks Code
#2BERT-CRF (Replicated in AdaSeq)
96.69
F1· Extra Data· 2021-05-08
Improving Named Entity Recognition by External Context Retrieving and Cooperative Learning Code
#3Baseline + BS
96.26
F1· 2022-04-26
Boundary Smoothing for Named Entity Recognition Code
#4W2NER
96.1
F1· 2021-12-19
Unified Named Entity Recognition as Word-Word Relation Classification Code
#5FLAT+BERT
96.09
F1· 2020-04-24
FLAT: Chinese NER Using Flat-Lattice Transformer Code
#6BERT-MRCSOTA
95.75
F1· Extra Data· 2019-10-25
A Unified MRC Framework for Named Entity Recognition Code
#7FGN
95.64
F1· 2020-01-15
FGN: Fusion Glyph Network for Chinese Named Entity Recognition Code
#8Glyce + BERTSOTA
95.54
F1· 2019-01-29
Glyce: Glyph-vectors for Chinese Character Representations Code
#9ZEN (Init with Chinese BERT)
95.25
F1· 2019-11-02
ZEN: Pre-training Chinese Text Encoder Enhanced by N-gram Representations Code
#10ERNIE 2.0 Large
95
F1· 2019-07-29
ERNIE 2.0: A Continual Pre-training Framework for Language Understanding Code
#11DiffusionNER
94.91
F1· 2023-05-22
DiffusionNER: Boundary Diffusion for Named Entity Recognition Code
#12NFLAT
94.55
F1· 2022-05-12
NFLAT: Non-Flat-Lattice Transformer for Chinese Named Entity Recognition Code
#13FLAT
94.12
F1· 2020-04-24
FLAT: Chinese NER Using Flat-Lattice Transformer Code
#14ERNIE
93.8
F1· 2019-04-19
ERNIE: Enhanced Representation through Knowledge Integration Code
#15ERNIE 2.0 Base
93.8
F1· 2019-07-29
ERNIE 2.0: A Continual Pre-training Framework for Language Understanding Code
#16LSTM + Lexicon augment
93.5
F1· 2019-08-16
Simplify the Usage of Lexicon in Chinese NER Code
#17PIQN
93.48
F1· 2022-03-20
Parallel Instance Query Network for Named Entity Recognition Code
#18ZEN (Random Init)
93.24
F1· 2019-11-02
ZEN: Pre-training Chinese Text Encoder Enhanced by N-gram Representations Code
#19LatticeSOTA
93.18
F1· 2018-05-05
Chinese NER Using Lattice LSTM Code
#20CAN-NER Model
92.97
F1· 2019-04-03
CAN-NER: Convolutional Attention Network for Chinese Named Entity Recognition Code
#21TENER
92.74
F1· 2019-11-10
TENER: Adapting Transformer Encoder for Named Entity Recognition Code