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