Relation Classification on FewRel

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F1 (10-way 1-shot)

Rank	Model	F1 (10-way 1-shot)	F1 (10-way 5-shot)	F1 (5-way 1-shot)	F1 (5-way 5-shot	F1	Paper	Code	Year
1	DeepStruct multi-task w/ finetune	97.8	99.8	98.4	100	–	DeepStruct: Pretraining of Language Models for Structure Prediction	cgraywang/deepstruct	2022
2	DeepStruct multi-task	92.2	94.6	93.6	96.4	–	DeepStruct: Pretraining of Language Models for Structure Prediction	cgraywang/deepstruct	2022
3	Deepstruct zero-shot	67.6	66.4	72.4	70.8	–	DeepStruct: Pretraining of Language Models for Structure Prediction	cgraywang/deepstruct	2022
4	DeepEx (zero-shot top-1)	–	–	–	–	48.8	Zero-Shot Information Extraction as a Unified Text-to-Triple Translation	cgraywang/deepex	2021
5	DeepEx (zero-shot top-10)	–	–	–	–	92.9	Zero-Shot Information Extraction as a Unified Text-to-Triple Translation	cgraywang/deepex	2021
6	DeepStruct multi-task w/ finetune	97.8	99.8	98.4	100	–	DeepStruct: Pretraining of Language Models for Structure Prediction	cgraywang/deepstruct	2022
7	DeepStruct multi-task	92.2	94.6	93.6	96.4	–	DeepStruct: Pretraining of Language Models for Structure Prediction	cgraywang/deepstruct	2022
8	Deepstruct zero-shot	67.6	66.4	72.4	70.8	–	DeepStruct: Pretraining of Language Models for Structure Prediction	cgraywang/deepstruct	2022
9	DeepEx (zero-shot top-1)	–	–	–	–	48.8	Zero-Shot Information Extraction as a Unified Text-to-Triple Translation	cgraywang/deepex	2021
10	DeepEx (zero-shot top-10)	–	–	–	–	92.9	Zero-Shot Information Extraction as a Unified Text-to-Triple Translation	cgraywang/deepex	2021