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named-entity-recognition-on-bc5cdr-chemical

Named Entity Recognition (NER)
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PaperCodeF1ModelNameReleaseDate
Biomedical Named Entity Recognition at Scale✓ Link94.88Spark NLP2020-11-12
SciFive: a text-to-text transformer model for biomedical literature✓ Link94.76SciFive-Large2021-05-28
Hero-Gang Neural Model For Named Entity Recognition✓ Link94.59HGN2022-05-15
On the Effectiveness of Compact Biomedical Transformers✓ Link94.53DistilBioBERT2022-09-07
On the Effectiveness of Compact Biomedical Transformers✓ Link94.48BioDistilBERT2022-09-07
On the Effectiveness of Compact Biomedical Transformers✓ Link94.31CompactBioBERT2022-09-07
On the Effectiveness of Compact Biomedical Transformers✓ Link94.23BioMobileBERT2022-09-07
Improving Biomedical Named Entity Recognition with Syntactic Information✓ Link94.22BioKMNER + BioBERT2020-11-25
LinkBERT: Pretraining Language Models with Document Links✓ Link94.04BioLinkBERT (large)2022-03-29
Transfer Learning in Biomedical Natural Language Processing: An Evaluation of BERT and ELMo on Ten Benchmarking Datasets✓ Link93.5NCBI_BERT(base) (P)2019-06-13
Improving Biomedical Pretrained Language Models with Knowledge✓ Link93.3KeBioLM2021-04-21
BioMegatron: Larger Biomedical Domain Language Model✓ Link92.9BioMegatron2020-10-12
An attention-based BiLSTM-CRF approach to document-level chemical named entity recognition✓ Link92.57Att-BiLSTM-CRF2019-04-15
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