Nested Named Entity Recognition On Genia

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이 벤치마크에서 각 모델의 성능 결과

모델 이름	F1	Paper Title	Repository
Triaffine + BioBERT	81.23	Fusing Heterogeneous Factors with Triaffine Mechanism for Nested Named Entity Recognition	-
CNN-NER	81.40	An Embarrassingly Easy but Strong Baseline for Nested Named Entity Recognition
SpanModel + SequenceLabelingModel	78.3	Comparing and combining some popular NER approaches on Biomedical tasks
Anchor-Region Networks	74.8	Sequence-to-Nuggets: Nested Entity Mention Detection via Anchor-Region Networks
Sequence-to-Set	80.44	A Sequence-to-Set Network for Nested Named Entity Recognition
BINDER	80.5	Optimizing Bi-Encoder for Named Entity Recognition via Contrastive Learning
seq2seq+BERT+Flair	78.31	Neural Architectures for Nested NER through Linearization
W2NER	81.39	Unified Named Entity Recognition as Word-Word Relation Classification
Hashing	80.54	To be Continuous, or to be Discrete, Those are Bits of Questions
LogSumExpDecoder	78.93	Nested Named Entity Recognition via Explicitly Excluding the Influence of the Best Path
Pyramid	77.78	Pyramid: A Layered Model for Nested Named Entity Recognition
Second-best learning and decoding + BERT	77.05	Nested Named Entity Recognition via Second-best Sequence Learning and Decoding
BARTNER	79.23	A Unified Generative Framework for Various NER Subtasks
Pyramid + BERT	79.19	Pyramid: A Layered Model for Nested Named Entity Recognition
Second-best learning and decoding	77.19	Nested Named Entity Recognition via Second-best Sequence Learning and Decoding
Neural layered model	74.7	A Neural Layered Model for Nested Named Entity Recognition
BioBART	79.93	BioBART: Pretraining and Evaluation of A Biomedical Generative Language Model
BiFlaG	76.0	Bipartite Flat-Graph Network for Nested Named Entity Recognition
Boundary-aware neural model	74.7	A Boundary-aware Neural Model for Nested Named Entity Recognition
Neural segmental hypergraphs	75.1	Neural Segmental Hypergraphs for Overlapping Mention Recognition

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