Fact Verification on FEVER

Metric: Accuracy (higher is better)

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#	Model↕	Accuracy▼	Extra Data	Paper	Date↕	Code
1	ProoFVer-SB	79.47	No	ProoFVer: Natural Logic Theorem Proving for Fact...	2021-08-25	Code
2	DREAM	76.85	No	Reasoning Over Semantic-Level Graph for Fact Che...	2019-09-09	-
3	RoBERTa-Base Joint MSPP Flexible	75.36	No	Paragraph-based Transformer Pre-training for Mul...	2022-05-02	Code
4	RoBERTa-Base Joint MSPP	74.39	No	Paragraph-based Transformer Pre-training for Mul...	2022-05-02	Code
5	KGAT	74.1	No	Fine-grained Fact Verification with Kernel Graph...	2019-10-22	Code
6	RAG	72.5	Yes	Retrieval-Augmented Generation for Knowledge-Int...	2020-05-22	Code
7	GEAR	71.6	No	GEAR: Graph-based Evidence Aggregating and Reaso...	2019-07-22	Code

#1ProoFVer-SBSOTA
79.47
Accuracy· 2021-08-25
ProoFVer: Natural Logic Theorem Proving for Fact Verification Code
#2DREAMSOTA
76.85
Accuracy· 2019-09-09
Reasoning Over Semantic-Level Graph for Fact Checking
#3RoBERTa-Base Joint MSPP Flexible
75.36
Accuracy· 2022-05-02
Paragraph-based Transformer Pre-training for Multi-Sentence Inference Code
#4RoBERTa-Base Joint MSPP
74.39
Accuracy· 2022-05-02
Paragraph-based Transformer Pre-training for Multi-Sentence Inference Code
#5KGAT
74.1
Accuracy· 2019-10-22
Fine-grained Fact Verification with Kernel Graph Attention Network Code
#6RAG
72.5
Accuracy· Extra Data· 2020-05-22
Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks Code
#7GEARSOTA
71.6
Accuracy· 2019-07-22
GEAR: Graph-based Evidence Aggregating and Reasoning for Fact Verification Code