Entity Typing on Open Entity

Metric: F1 (higher is better)

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#	Model↕	F1▼	Extra Data	Paper	Date↕	Code
1	MLMET	78.2	No	LUKE: Deep Contextualized Entity Representations...	2020-10-02	Code
2	MCCE-B (replicated by Adaseq)	52.1	No	Recall, Expand and Multi-Candidate Cross-Encode:...	2022-12-18	Code
3	Prompt + NPCRF (replicated by Adaseq)	50.1	No	Modeling Label Correlations for Ultra-Fine Entit...	2022-12-03	Code
4	UniST-Large	49.9	No	Unified Semantic Typing with Meaningful Label In...	2022-05-04	Code
5	Prompt Learning (replicated by Adaseq)）	49.3	No	Modeling Label Correlations for Ultra-Fine Entit...	2022-12-03	Code
6	MLMET	49.1	No	Ultra-Fine Entity Typing with Weak Supervision f...	2021-06-08	Code
7	RoBERTa-Large + NPCRF (replicated by Adaseq)	47.3	No	Modeling Label Correlations for Ultra-Fine Entit...	2022-12-03	Code
8	LRN	45.4	No	Fine-grained Entity Typing via Label Reasoning	2021-09-13	-
9	Box4Type	44.8	No	Modeling Fine-Grained Entity Types with Box Embe...	2021-01-02	Code
10	RoBERTa-Large (replicated by Adaseq)	43.8	No	Modeling Label Correlations for Ultra-Fine Entit...	2022-12-03	Code
11	LDET	40.1	No	Learning to Denoise Distantly-Labeled Data for E...	2019-05-04	Code
12	LabelGCN	36.9	No	Imposing Label-Relational Inductive Bias for Ext...	2019-03-06	Code
13	UFET-biLSTM	31.3	No	Ultra-Fine Entity Typing	2018-07-13	Code