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