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Fact Verification

Fact verification, also called "fact checking", is a process of verifying facts in natural text against a database of facts.

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 131–140 of 216 papers

Title	Date	Tasks	Status	Hype
ClaimDiff: Comparing and Contrasting Claims on Contentious Issues	May 24, 2022	ArticlesFact Verification	CodeCode Available	0
Paragraph-based Transformer Pre-training for Multi-Sentence Inference	May 2, 2022	Answer SelectionFact Verification	CodeCode Available	1
Learning to Generate Programs for Table Fact Verification via Structure-Aware Semantic Parsing	May 1, 2022	Fact VerificationSemantic Parsing	CodeCode Available	0
Table-based Fact Verification with Self-adaptive Mixture of Experts	Apr 19, 2022	Fact VerificationLogical Reasoning	CodeCode Available	0
GERE: Generative Evidence Retrieval for Fact Verification	Apr 12, 2022	Claim VerificationFact Verification	CodeCode Available	1
DP-KB: Data Programming with Knowledge Bases Improves Transformer Fine Tuning for Answer Sentence Selection	Mar 17, 2022	Entity LinkingFact Verification	—Unverified	0
Synthetic Disinformation Attacks on Automated Fact Verification Systems	Feb 18, 2022	Fact CheckingFact Verification	CodeCode Available	1
Decorrelate Irrelevant, Purify Relevant: Overcome Textual Spurious Correlations from a Feature Perspective	Feb 16, 2022	Fact VerificationNatural Language Inference	CodeCode Available	1
Team Yao at Factify 2022: Utilizing Pre-trained Models and Co-attention Networks for Multi-Modal Fact Verification	Jan 26, 2022	Fact VerificationMisinformation	CodeCode Available	1
CsFEVER and CTKFacts: Acquiring Czech data for fact verification	Jan 26, 2022	ArticlesFact Checking	CodeCode Available	0

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All datasets KILT: FEVER FEVER DanFEVER

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	Re2G	KILT-AC	78.53	—	Unverified
2	intersect	KILT-AC	71.28	—	Unverified
3	Wikipedia	KILT-AC	65.68	—	Unverified
4	KGI	KILT-AC	64.41	—	Unverified
5	Multitask DPR + BART	KILT-AC	63.94	—	Unverified
6	BERT + DPR	KILT-AC	58.58	—	Unverified
7	RAG	KILT-AC	53.45	—	Unverified
8	BART + DPR	KILT-AC	47.68	—	Unverified
9	NSMN	KILT-AC	41.88	—	Unverified
10	ElefPav	KILT-AC	0	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ProoFVer-SB	Accuracy	79.47	—	Unverified
2	DREAM	Accuracy	76.85	—	Unverified
3	RoBERTa-Base Joint MSPP Flexible	Accuracy	75.36	—	Unverified
4	RoBERTa-Base Joint MSPP	Accuracy	74.39	—	Unverified
5	KGAT	Accuracy	74.1	—	Unverified
6	RAG	Accuracy	72.5	—	Unverified
7	GEAR	Accuracy	71.6	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DanFEVER XLM-RoBERTa Large	F1	0.9	—	Unverified