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SOTA
固有表現認識(NER)
Named Entity Recognition On Bc5Cdr Chemical
Named Entity Recognition On Bc5Cdr Chemical
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
Spark NLP
94.88
Biomedical Named Entity Recognition at Scale
SciFive-Large
94.76
SciFive: a text-to-text transformer model for biomedical literature
HGN
94.59
Hero-Gang Neural Model For Named Entity Recognition
DistilBioBERT
94.53
On the Effectiveness of Compact Biomedical Transformers
BioDistilBERT
94.48
On the Effectiveness of Compact Biomedical Transformers
CompactBioBERT
94.31
On the Effectiveness of Compact Biomedical Transformers
BioMobileBERT
94.23
On the Effectiveness of Compact Biomedical Transformers
BioKMNER + BioBERT
94.22
Improving Biomedical Named Entity Recognition with Syntactic Information
-
BioLinkBERT (large)
94.04
LinkBERT: Pretraining Language Models with Document Links
NCBI_BERT(base) (P)
93.5
Transfer Learning in Biomedical Natural Language Processing: An Evaluation of BERT and ELMo on Ten Benchmarking Datasets
KeBioLM
93.3
Improving Biomedical Pretrained Language Models with Knowledge
BioMegatron
92.9
BioMegatron: Larger Biomedical Domain Language Model
Att-BiLSTM-CRF
92.57
An attention-based BiLSTM-CRF approach to document-level chemical named entity recognition
-
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