Named Entity Recognition (NER) on Resume NER

Metric: F1 (higher is better)

LeaderboardDataset

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#	Model↕	F1▼	Extra Data	Paper	Date↕	Code
1	BERT-CRF (Replicated in AdaSeq)	96.87	No	Improving Named Entity Recognition by External C...	2021-05-08	Code
2	FGN	96.79	No	FGN: Fusion Glyph Network for Chinese Named Enti...	2020-01-15	Code
3	Baseline + BS	96.66	No	Boundary Smoothing for Named Entity Recognition	2022-04-26	Code
4	AESINER	96.62	No	Improving Named Entity Recognition with Attentiv...	2020-10-29	Code
5	Glyce + BERT	96.54	No	Glyce: Glyph-vectors for Chinese Character Repre...	2019-01-29	Code
6	FLAT+BERT	95.86	No	FLAT: Chinese NER Using Flat-Lattice Transformer	2020-04-24	Code
7	SLK-NER	95.8	No	SLK-NER: Exploiting Second-order Lexicon Knowled...	2020-07-16	Code
8	LSTM + Lexicon augment	95.59	No	Simplify the Usage of Lexicon in Chinese NER	2019-08-16	Code
9	NFLAT	95.58	No	NFLAT: Non-Flat-Lattice Transformer for Chinese ...	2022-05-12	Code
10	FLAT	95.45	No	FLAT: Chinese NER Using Flat-Lattice Transformer	2020-04-24	Code
11	TENER	95	No	TENER: Adapting Transformer Encoder for Named En...	2019-11-10	Code
12	CAN-NER Model	94.94	No	CAN-NER: Convolutional Attention Network for Chi...	2019-04-03	Code
13	Lattice	94.46	No	Chinese NER Using Lattice LSTM	2018-05-05	Code

#1BERT-CRF (Replicated in AdaSeq)SOTA
96.87
F1· 2021-05-08
Improving Named Entity Recognition by External Context Retrieving and Cooperative Learning Code
#2FGNSOTA
96.79
F1· 2020-01-15
FGN: Fusion Glyph Network for Chinese Named Entity Recognition Code
#3Baseline + BS
96.66
F1· 2022-04-26
Boundary Smoothing for Named Entity Recognition Code
#4AESINER
96.62
F1· 2020-10-29
Improving Named Entity Recognition with Attentive Ensemble of Syntactic Information Code
#5Glyce + BERTSOTA
96.54
F1· 2019-01-29
Glyce: Glyph-vectors for Chinese Character Representations Code
#6FLAT+BERT
95.86
F1· 2020-04-24
FLAT: Chinese NER Using Flat-Lattice Transformer Code
#7SLK-NER
95.8
F1· 2020-07-16
SLK-NER: Exploiting Second-order Lexicon Knowledge for Chinese NER Code
#8LSTM + Lexicon augment
95.59
F1· 2019-08-16
Simplify the Usage of Lexicon in Chinese NER Code
#9NFLAT
95.58
F1· 2022-05-12
NFLAT: Non-Flat-Lattice Transformer for Chinese Named Entity Recognition Code
#10FLAT
95.45
F1· 2020-04-24
FLAT: Chinese NER Using Flat-Lattice Transformer Code
#11TENER
95
F1· 2019-11-10
TENER: Adapting Transformer Encoder for Named Entity Recognition Code
#12CAN-NER Model
94.94
F1· 2019-04-03
CAN-NER: Convolutional Attention Network for Chinese Named Entity Recognition Code
#13LatticeSOTA
94.46
F1· 2018-05-05
Chinese NER Using Lattice LSTM Code