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  4. 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

模型名称
F1
Paper TitleRepository
BioKMNER + BioBERT94.22Improving Biomedical Named Entity Recognition with Syntactic Information
HGN94.59Hero-Gang Neural Model For Named Entity Recognition-
CompactBioBERT94.31On the Effectiveness of Compact Biomedical Transformers-
SciFive-Large94.76SciFive: a text-to-text transformer model for biomedical literature-
KeBioLM93.3Improving Biomedical Pretrained Language Models with Knowledge-
BioDistilBERT94.48On the Effectiveness of Compact Biomedical Transformers-
Spark NLP94.88Biomedical Named Entity Recognition at Scale-
Att-BiLSTM-CRF92.57An attention-based BiLSTM-CRF approach to document-level chemical named entity recognition
BioMobileBERT94.23On the Effectiveness of Compact Biomedical Transformers-
DistilBioBERT94.53On the Effectiveness of Compact Biomedical Transformers-
BioLinkBERT (large)94.04LinkBERT: Pretraining Language Models with Document Links-
BioMegatron92.9BioMegatron: Larger Biomedical Domain Language Model-
NCBI_BERT(base) (P)93.5Transfer Learning in Biomedical Natural Language Processing: An Evaluation of BERT and ELMo on Ten Benchmarking Datasets-
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