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SOTA
Named Entity Recognition Ner
Named Entity Recognition On Bc2Gm
Named Entity Recognition On Bc2Gm
평가 지표
F1
평가 결과
이 벤치마크에서 각 모델의 성능 결과
Columns
모델 이름
F1
Paper Title
Repository
DistilBioBERT
86.6
On the Effectiveness of Compact Biomedical Transformers
BioKMNER + BioBERT
85.29
Improving Biomedical Named Entity Recognition with Syntactic Information
BERN
83.4
A Neural Named Entity Recognition and Multi-Type Normalization Tool for Biomedical Text Mining
BERN2
83.7
BERN2: an advanced neural biomedical named entity recognition and normalization tool
BioDistilBERT
86.97
On the Effectiveness of Compact Biomedical Transformers
HGN
85.65
Hero-Gang Neural Model For Named Entity Recognition
BioMobileBERT
85.26
On the Effectiveness of Compact Biomedical Transformers
BioLinkBERT (large)
85.18
LinkBERT: Pretraining Language Models with Document Links
UniNER-7B
82.42
UniversalNER: Targeted Distillation from Large Language Models for Open Named Entity Recognition
PubMedBERT uncased
84.52
Domain-Specific Language Model Pretraining for Biomedical Natural Language Processing
CompactBioBERT
86.71
On the Effectiveness of Compact Biomedical Transformers
Spark NLP
88.75
Biomedical Named Entity Recognition at Scale
-
KeBioLM
85.1
Improving Biomedical Pretrained Language Models with Knowledge
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