Named Entity Recognition (NER) on BC5CDR

Metric: F1 (higher is better)

LeaderboardDataset

Loading chart...

Results

Hide extra data

Sort:

#	Model↕	F1▼	Extra Data	Paper	Date↕	Code
1	BINDER	91.9	No	Optimizing Bi-Encoder for Named Entity Recogniti...	2022-08-30	Code
2	ConNER	91.3	No	Enhancing Label Consistency on Document-level Na...	2022-10-24	Code
3	CL-L2	90.99	Yes	Improving Named Entity Recognition by External C...	2021-05-08	Code
4	aimped	90.95	No	-	-	-
5	BertForTokenClassification (Spark NLP)	90.89	No	-	-	Code
6	BioLinkBERT (large)	90.22	Yes	LinkBERT: Pretraining Language Models with Docum...	2022-03-29	Code
7	ELECTRAMed	90.03	Yes	ELECTRAMed: a new pre-trained language represent...	2021-04-19	Code
8	BLSTM-CNN-Char (SparkNLP)	89.73	No	Biomedical Named Entity Recognition at Scale	2020-11-12	Code
9	Spark NLP	89.73	No	Biomedical Named Entity Recognition at Scale	2020-11-12	Code
10	UniNER-7B	89.34	No	UniversalNER: Targeted Distillation from Large L...	2023-08-07	Code
11	SciBERT (SciVocab)	88.94	Yes	SciBERT: A Pretrained Language Model for Scienti...	2019-03-26	Code
12	GoLLIE	88.4	Yes	GoLLIE: Annotation Guidelines improve Zero-Shot ...	2023-10-05	Code
13	SciBERT (Base Vocab)	88.11	Yes	SciBERT: A Pretrained Language Model for Scienti...	2019-03-26	Code
14	RDANER	87.38	Yes	A Robust and Domain-Adaptive Approach for Low-Re...	2021-01-02	Code
15	CollaboNet	87.12	No	CollaboNet: collaboration of deep neural network...	2018-09-21	Code
16	BERT-CRF	86	No	Focusing on Potential Named Entities During Acti...	2021-11-06	Code

#1BINDERSOTA
91.9
F1· 2022-08-30
Optimizing Bi-Encoder for Named Entity Recognition via Contrastive Learning Code
#2ConNER
91.3
F1· 2022-10-24
Enhancing Label Consistency on Document-level Named Entity Recognition Code
#3CL-L2SOTA
90.99
F1· Extra Data· 2021-05-08
Improving Named Entity Recognition by External Context Retrieving and Cooperative Learning Code
#4aimped
90.95
F1
No paper
#5BertForTokenClassification (Spark NLP)
90.89
F1
No paperCode
#6BioLinkBERT (large)
90.22
F1· Extra Data· 2022-03-29
LinkBERT: Pretraining Language Models with Document Links Code
#7ELECTRAMedSOTA
90.03
F1· Extra Data· 2021-04-19
ELECTRAMed: a new pre-trained language representation model for biomedical NLP Code
#8BLSTM-CNN-Char (SparkNLP)SOTA
89.73
F1· 2020-11-12
Biomedical Named Entity Recognition at Scale Code
#9Spark NLP
89.73
F1· 2020-11-12
Biomedical Named Entity Recognition at Scale Code
#10UniNER-7B
89.34
F1· 2023-08-07
UniversalNER: Targeted Distillation from Large Language Models for Open Named Entity Recognition Code
#11SciBERT (SciVocab)SOTA
88.94
F1· Extra Data· 2019-03-26
SciBERT: A Pretrained Language Model for Scientific Text Code
#12GoLLIE
88.4
F1· Extra Data· 2023-10-05
GoLLIE: Annotation Guidelines improve Zero-Shot Information-Extraction Code
#13SciBERT (Base Vocab)
88.11
F1· Extra Data· 2019-03-26
SciBERT: A Pretrained Language Model for Scientific Text Code
#14RDANER
87.38
F1· Extra Data· 2021-01-02
A Robust and Domain-Adaptive Approach for Low-Resource Named Entity Recognition Code
#15CollaboNetSOTA
87.12
F1· 2018-09-21
CollaboNet: collaboration of deep neural networks for biomedical named entity recognition Code
#16BERT-CRF
86
F1· 2021-11-06
Focusing on Potential Named Entities During Active Label Acquisition Code