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SOTA
命名实体识别 (NER)
Named Entity Recognition On Genia
Named Entity Recognition On Genia
评估指标
F1
评测结果
各个模型在此基准测试上的表现结果
Columns
模型名称
F1
Paper Title
Repository
DeepStruct multi-task w/ finetune
80.8
DeepStruct: Pretraining of Language Models for Structure Prediction
Biaffine-NER
80.5
Named Entity Recognition as Dependency Parsing
DeepStruct multi-task
80.2
DeepStruct: Pretraining of Language Models for Structure Prediction
seq2seq+BERT+Flair
78.31
Neural Architectures for Nested NER through Linearization
UniNER-7B
77.54
UniversalNER: Targeted Distillation from Large Language Models for Open 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
BiFlaG
76.0
Bipartite Flat-Graph Network for Nested Named Entity Recognition
Neural segmental hypergraphs
75.1
Neural Segmental Hypergraphs for Overlapping Mention Recognition
Anchor-Region Networks
74.8
Sequence-to-Nuggets: Nested Entity Mention Detection via Anchor-Region Networks
Boundary-aware neural model
74.7
A Boundary-aware Neural Model for Nested Named Entity Recognition
-
Neural layered model
74.7
A Neural Layered Model for Nested Named Entity Recognition
-
Neural transition-based model
73.9
A Neural Transition-based Model for Nested Mention Recognition
Deepstruct zero-shot
47.2
DeepStruct: Pretraining of Language Models for Structure Prediction
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Named Entity Recognition On Genia | SOTA | HyperAI超神经