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Chinesische Namensentitätserkennung
Chinese Named Entity Recognition On Weibo Ner
Chinese Named Entity Recognition On Weibo Ner
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F1
Ergebnisse
Leistungsergebnisse verschiedener Modelle zu diesem Benchmark
Columns
Modellname
F1
Paper Title
BERT-CRF (Replicated in AdaSeq)
72.77
Improving Named Entity Recognition by External Context Retrieving and Cooperative Learning
Baseline + BS
72.66
Boundary Smoothing for Named Entity Recognition
FGN
71.25
FGN: Fusion Glyph Network for Chinese Named Entity Recognition
BERT-BiLSTM-context
70.98
Supplementary Features of BiLSTM for Enhanced Sequence Labeling
SA-NER
69.8
Named Entity Recognition for Social Media Texts with Semantic Augmentation
AESINER
69.78
Improving Named Entity Recognition with Attentive Ensemble of Syntactic Information
Locate and Label
69.16
Locate and Label: A Two-stage Identifier for Nested Named Entity Recognition
FLAT+BERT
68.55
FLAT: Chinese NER Using Flat-Lattice Transformer
Glyce + BERT
67.6
Glyce: Glyph-vectors for Chinese Character Representations
SLK-NER
64
SLK-NER: Exploiting Second-order Lexicon Knowledge for Chinese NER
Collaborative Graph Network
63.09
Leverage Lexical Knowledge for Chinese Named Entity Recognition via Collaborative Graph Network
NFLAT
61.94
NFLAT: Non-Flat-Lattice Transformer for Chinese Named Entity Recognition
LSTM + Lexicon augment
61.24
Simplify the Usage of Lexicon in Chinese NER
FLAT
60.32
FLAT: Chinese NER Using Flat-Lattice Transformer
Lattice
58.79
Chinese NER Using Lattice LSTM
TENER
58.17
TENER: Adapting Transformer Encoder for Named Entity Recognition
BiLSTM+CRF+adversarial+self-attention
53.08
Adversarial Transfer Learning for Chinese Named Entity Recognition with Self-Attention Mechanism
CAN-NER Model
-
CAN-NER: Convolutional Attention Network for Chinese Named Entity Recognition
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Chinese Named Entity Recognition On Weibo Ner | SOTA | HyperAI