Nested Named Entity Recognition On Genia

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النتائج

نتائج أداء النماذج المختلفة على هذا المعيار القياسي

اسم النموذج	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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