Entity Typing on Ontonotes v5 (English)

Metric: Precision (higher is better)

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#	Model↕	Precision▼	Extra Data	Paper	Date↕	Code
1	MLMET	53.6	Yes	Ultra-Fine Entity Typing with Weak Supervision f...	2021-06-08	Code
2	ELMo (distant denoising data)	51.5	No	Learning to Denoise Distantly-Labeled Data for E...	2019-05-04	Code
3	LabelGCN Xiong et al. (2019)	50.3	No	Imposing Label-Relational Inductive Bias for Ext...	2019-03-06	Code
4	Choi et al. (2018) w augmentation	47.1	No	Ultra-Fine Entity Typing	2018-07-13	Code

#1MLMETSOTA
53.6
Precision· Extra Data· 2021-06-08
Ultra-Fine Entity Typing with Weak Supervision from a Masked Language Model Code
#2ELMo (distant denoising data)SOTA
51.5
Precision· 2019-05-04
Learning to Denoise Distantly-Labeled Data for Entity Typing Code
#3LabelGCN Xiong et al. (2019)SOTA
50.3
Precision· 2019-03-06
Imposing Label-Relational Inductive Bias for Extremely Fine-Grained Entity Typing Code
#4Choi et al. (2018) w augmentationSOTA
47.1
Precision· 2018-07-13
Ultra-Fine Entity Typing Code