OpenCodePapers

named-entity-recognition-on-bc2gm

Named Entity Recognition (NER)
Dataset Link
Results over time
Click legend items to toggle metrics. Hover points for model names.
Leaderboard
PaperCodeF1ModelNameReleaseDate
Biomedical Named Entity Recognition at Scale✓ Link88.75Spark NLP2020-11-12
On the Effectiveness of Compact Biomedical Transformers✓ Link86.97BioDistilBERT2022-09-07
On the Effectiveness of Compact Biomedical Transformers✓ Link86.71CompactBioBERT2022-09-07
On the Effectiveness of Compact Biomedical Transformers✓ Link86.6DistilBioBERT2022-09-07
Hero-Gang Neural Model For Named Entity Recognition✓ Link85.65HGN2022-05-15
Improving Biomedical Named Entity Recognition with Syntactic Information✓ Link85.29BioKMNER + BioBERT2020-11-25
On the Effectiveness of Compact Biomedical Transformers✓ Link85.26BioMobileBERT2022-09-07
LinkBERT: Pretraining Language Models with Document Links✓ Link85.18BioLinkBERT (large)2022-03-29
Improving Biomedical Pretrained Language Models with Knowledge✓ Link85.1KeBioLM2021-04-21
Domain-Specific Language Model Pretraining for Biomedical Natural Language Processing✓ Link84.52PubMedBERT uncased2020-07-31
BERN2: an advanced neural biomedical named entity recognition and normalization tool✓ Link83.7BERN22022-01-06
A Neural Named Entity Recognition and Multi-Type Normalization Tool for Biomedical Text Mining✓ Link83.4BERN2019-06-04
UniversalNER: Targeted Distillation from Large Language Models for Open Named Entity Recognition✓ Link82.42UniNER-7B2023-08-07