Nested Named Entity Recognition On Ace 2005

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
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

0 of 25 row(s) selected.