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SOTA
명명된 실체 인식 (NER)
Named Entity Recognition Ner On Ncbi Disease
Named Entity Recognition Ner On Ncbi Disease
평가 지표
F1
평가 결과
이 벤치마크에서 각 모델의 성능 결과
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모델 이름
F1
Paper Title
Repository
BioBERT
89.71
BioBERT: a pre-trained biomedical language representation model for biomedical text mining
SpanModel + SequenceLabelingModel
89.6
Comparing and combining some popular NER approaches on Biomedical tasks
SciFive-Base
89.39
SciFive: a text-to-text transformer model for biomedical literature
BLSTM-CNN-Char (SparkNLP)
89.13
Biomedical Named Entity Recognition at Scale
Spark NLP
89.13
Biomedical Named Entity Recognition at Scale
KeBioLM
89.1
Improving Biomedical Pretrained Language Models with Knowledge
CL-KL
88.96
Improving Named Entity Recognition by External Context Retrieving and Cooperative Learning
BioKMNER + BioBERT
88.77
Improving Biomedical Named Entity Recognition with Syntactic Information
-
BioLinkBERT (large)
88.76
LinkBERT: Pretraining Language Models with Document Links
CompactBioBERT
88.67
On the Effectiveness of Compact Biomedical Transformers
BERN2
88.6
BERN2: an advanced neural biomedical named entity recognition and normalization tool
STM
88.6
Learning A Unified Named Entity Tagger From Multiple Partially Annotated Corpora For Efficient Adaptation
BERN
88.3
A Neural Named Entity Recognition and Multi-Type Normalization Tool for Biomedical Text Mining
-
DistilBioBERT
87.93
On the Effectiveness of Compact Biomedical Transformers
RDANER
87.89
A Robust and Domain-Adaptive Approach for Low-Resource Named Entity Recognition
PubMedBERT uncased
87.82
Domain-Specific Language Model Pretraining for Biomedical Natural Language Processing
BioMegatron BERT-cased
87.8
BioMegatron: Larger Biomedical Domain Language Model
BioDistilBERT
87.61
On the Effectiveness of Compact Biomedical Transformers
ELECTRAMed
87.54
ELECTRAMed: a new pre-trained language representation model for biomedical NLP
BioMobileBERT
87.21
On the Effectiveness of Compact Biomedical Transformers
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