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Natural Language Processing
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Named Entity Recognition (NER)
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Resume NER
Named Entity Recognition (NER) on Resume NER
Metric: F1 (higher is better)
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#
Model
↕
F1
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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