Named Entity Recognition (NER) on JNLPBA

Metric: F1 (higher is better)

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#	Model↕	F1▼	Extra Data	Paper	Date↕	Code
1	KeBioLM	82	No	Improving Biomedical Pretrained Language Models ...	2021-04-21	Code
2	BLSTM-CNN-Char (SparkNLP)	81.29	No	Biomedical Named Entity Recognition at Scale	2020-11-12	Code
3	Spark NLP	81.29	No	Biomedical Named Entity Recognition at Scale	2020-11-12	Code
4	BINDER	80.3	No	Optimizing Bi-Encoder for Named Entity Recogniti...	2022-08-30	Code
5	BioMobileBERT	80.13	No	On the Effectiveness of Compact Biomedical Trans...	2022-09-07	Code
6	BioLinkBERT (large)	80.06	No	LinkBERT: Pretraining Language Models with Docum...	2022-03-29	Code
7	DistilBioBERT	79.97	No	On the Effectiveness of Compact Biomedical Trans...	2022-09-07	Code
8	CompactBioBERT	79.88	No	On the Effectiveness of Compact Biomedical Trans...	2022-09-07	Code
9	PubMedBERT uncased	79.1	No	Domain-Specific Language Model Pretraining for B...	2020-07-31	Code
10	BioDistilBERT	79.1	No	On the Effectiveness of Compact Biomedical Trans...	2022-09-07	Code
11	BioKMNER + BioBERT	77.83	No	-	-	Code
12	aimped	77.72	No	-	-	-
13	BioBERT	77.59	No	BioBERT: a pre-trained biomedical language repre...	2019-01-25	Code
14	SciFive-Large	77.55	No	SciFive: a text-to-text transformer model for bi...	2021-05-28	Code
15	BioFLAIR	77.03	Yes	BioFLAIR: Pretrained Pooled Contextualized Embed...	2019-08-13	Code
16	MINER	77.03	No	MINER: Improving Out-of-Vocabulary Named Entity ...	2022-04-09	Code
17	SciBERT (Base Vocab)	75.77	Yes	SciBERT: A Pretrained Language Model for Scienti...	2019-03-26	Code