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SOTA
固有表現認識(NER)
Named Entity Recognition On Bc2Gm
Named Entity Recognition On Bc2Gm
評価指標
F1
評価結果
このベンチマークにおける各モデルのパフォーマンス結果
Columns
モデル名
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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