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SOTA
중첩된 명명된 개체 인식
Nested Named Entity Recognition On Ace 2005
Nested Named Entity Recognition On Ace 2005
평가 지표
F1
평가 결과
이 벤치마크에서 각 모델의 성능 결과
Columns
모델 이름
F1
Paper Title
BINDER
89.5
Optimizing Bi-Encoder for Named Entity Recognition via Contrastive Learning
Triaffine + ALBERT
88.83
Fusing Heterogeneous Factors with Triaffine Mechanism for Nested Named Entity Recognition
PIQN
87.42
Parallel Instance Query Network for Named Entity Recognition
CNN-NER
87.42
An Embarrassingly Easy but Strong Baseline for Nested Named Entity Recognition
Baseline + BS
87.15
Boundary Smoothing for Named Entity Recognition
Sequence-to-Set
87.05
A Sequence-to-Set Network for Nested Named Entity Recognition
Triaffine + BERT
86.82
Fusing Heterogeneous Factors with Triaffine Mechanism for Nested Named Entity Recognition
W2NER
86.79
Unified Named Entity Recognition as Word-Word Relation Classification
Locate and Label
86.67
Locate and Label: A Two-stage Identifier for Nested Named Entity Recognition
Hashing
85.90
To be Continuous, or to be Discrete, Those are Bits of Questions
BoningKnife
85.46
BoningKnife: Joint Entity Mention Detection and Typing for Nested NER via prior Boundary Knowledge
PO-TreeCRFs
85.4
Nested Named Entity Recognition with Partially-Observed TreeCRFs
LogSumExpDecoder
84.93
Nested Named Entity Recognition via Explicitly Excluding the Influence of the Best Path
BARTNER
84.74
A Unified Generative Framework for Various NER Subtasks
Second-best learning and decoding + BERT + Flair
84.34
Nested Named Entity Recognition via Second-best Sequence Learning and Decoding
seq2seq+BERT+Flair
84.33
Neural Architectures for Nested NER through Linearization
Second-best learning and decoding + BERT
83.99
Nested Named Entity Recognition via Second-best Sequence Learning and Decoding
Merge and Label
82.4
Merge and Label: A novel neural network architecture for nested NER
MGNER
78.2
Multi-Grained Named Entity Recognition
Second-best learning and decoding
76.83
Nested Named Entity Recognition via Second-best Sequence Learning and Decoding
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Nested Named Entity Recognition On Ace 2005 | SOTA | HyperAI초신경