Nested Named Entity Recognition On Genia

评估指标

评测结果

各个模型在此基准测试上的表现结果

		Paper Title	Repository
PIQN	81.77	Parallel Instance Query Network for Named Entity Recognition
DiffusionNER	81.53	DiffusionNER: Boundary Diffusion for Named Entity Recognition
CNN-NER	81.40	An Embarrassingly Easy but Strong Baseline for Nested Named Entity Recognition
W2NER	81.39	Unified Named Entity Recognition as Word-Word Relation Classification
Triaffine + BioBERT	81.23	Fusing Heterogeneous Factors with Triaffine Mechanism for Nested Named Entity Recognition
Hashing	80.54	To be Continuous, or to be Discrete, Those are Bits of Questions
Locate and Label	80.54	Locate and Label: A Two-stage Identifier for Nested Named Entity Recognition
BINDER	80.5	Optimizing Bi-Encoder for Named Entity Recognition via Contrastive Learning
Sequence-to-Set	80.44	A Sequence-to-Set Network for Nested Named Entity Recognition
BioBART	79.93	BioBART: Pretraining and Evaluation of A Biomedical Generative Language Model
BARTNER	79.23	A Unified Generative Framework for Various NER Subtasks
Pyramid + BERT	79.19	Pyramid: A Layered Model for Nested Named Entity Recognition	-
LogSumExpDecoder	78.93	Nested Named Entity Recognition via Explicitly Excluding the Influence of the Best Path	-
seq2seq+BERT+Flair	78.31	Neural Architectures for Nested NER through Linearization
SpanModel + SequenceLabelingModel	78.3	Comparing and combining some popular NER approaches on Biomedical tasks
PO-TreeCRFs	78.2	Nested Named Entity Recognition with Partially-Observed TreeCRFs
Pyramid	77.78	Pyramid: A Layered Model for Nested Named Entity Recognition	-
Second-best learning and decoding + BERT + Flair	77.36	Nested Named Entity Recognition via Second-best Sequence Learning and Decoding
Second-best learning and decoding	77.19	Nested Named Entity Recognition via Second-best Sequence Learning and Decoding
Second-best learning and decoding + BERT	77.05	Nested Named Entity Recognition via Second-best Sequence Learning and Decoding

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