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SOTA
命名实体识别 (NER)
Named Entity Recognition On Bc2Gm
Named Entity Recognition On Bc2Gm
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
Spark NLP
88.75
Biomedical Named Entity Recognition at Scale
BioDistilBERT
86.97
On the Effectiveness of Compact Biomedical Transformers
CompactBioBERT
86.71
On the Effectiveness of Compact Biomedical Transformers
DistilBioBERT
86.6
On the Effectiveness of Compact Biomedical Transformers
HGN
85.65
Hero-Gang Neural Model For Named Entity Recognition
BioKMNER + BioBERT
85.29
Improving Biomedical Named Entity Recognition with Syntactic Information
-
BioMobileBERT
85.26
On the Effectiveness of Compact Biomedical Transformers
BioLinkBERT (large)
85.18
LinkBERT: Pretraining Language Models with Document Links
KeBioLM
85.1
Improving Biomedical Pretrained Language Models with Knowledge
PubMedBERT uncased
84.52
Domain-Specific Language Model Pretraining for Biomedical Natural Language Processing
BERN2
83.7
BERN2: an advanced neural biomedical named entity recognition and normalization tool
BERN
83.4
A Neural Named Entity Recognition and Multi-Type Normalization Tool for Biomedical Text Mining
-
UniNER-7B
82.42
UniversalNER: Targeted Distillation from Large Language Models for Open Named Entity Recognition
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