Relation Extraction on TACRED

Metric: F1 (5% Few-Shot) (higher is better)

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#	Model↕	F1 (5% Few-Shot)▼	Extra Data	Paper	Date↕	Code
1	NLI_DeBERTa	69	No	Label Verbalization and Entailment for Effective...	2021-09-08	Code
2	SuRE (PEGASUS-large)	64.9	No	Summarization as Indirect Supervision for Relati...	2022-05-19	Code
3	LUKE	51.6	Yes	LUKE: Deep Contextualized Entity Representations...	2020-10-02	Code
4	K-ADAPTER (F+L)	45.1	Yes	K-Adapter: Infusing Knowledge into Pre-Trained M...	2020-02-05	Code

#1NLI_DeBERTaSOTA
69
F1 (5% Few-Shot)· 2021-09-08
Label Verbalization and Entailment for Effective Zero- and Few-Shot Relation Extraction Code
#2SuRE (PEGASUS-large)
64.9
F1 (5% Few-Shot)· 2022-05-19
Summarization as Indirect Supervision for Relation Extraction Code
#3LUKESOTA
51.6
F1 (5% Few-Shot)· Extra Data· 2020-10-02
LUKE: Deep Contextualized Entity Representations with Entity-aware Self-attention Code
#4K-ADAPTER (F+L)SOTA
45.1
F1 (5% Few-Shot)· Extra Data· 2020-02-05
K-Adapter: Infusing Knowledge into Pre-Trained Models with Adapters Code