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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 101–110 of 216 papers

Title	Date	Tasks	Status	Hype
Read it Twice: Towards Faithfully Interpretable Fact Verification by Revisiting Evidence	May 2, 2023	Claim VerificationDecision Making	CodeCode Available	0
Factify 2: A Multimodal Fake News and Satire News Dataset	Apr 8, 2023	ArticlesClaim Verification	CodeCode Available	1
BEVERS: A General, Simple, and Performant Framework for Automatic Fact Verification	Mar 29, 2023	Fact VerificationRetrieval	—Unverified	0
INO at Factify 2: Structure Coherence based Multi-Modal Fact Verification	Mar 2, 2023	Claim VerificationFact Verification	CodeCode Available	0
COVID-VTS: Fact Extraction and Verification on Short Video Platforms	Feb 15, 2023	Fact CheckingFact Selection	CodeCode Available	1
Team Triple-Check at Factify 2: Parameter-Efficient Large Foundation Models with Feature Representations for Multi-Modal Fact Verification	Feb 12, 2023	Fact VerificationMisinformation	CodeCode Available	1
Guide the Learner: Controlling Product of Experts Debiasing Method Based on Token Attribution Similarities	Feb 6, 2023	Decision MakingFact Verification	CodeCode Available	0
Logically at Factify 2: A Multi-Modal Fact Checking System Based on Evidence Retrieval techniques and Transformer Encoder Architecture	Jan 9, 2023	AvgBenchmarking	—Unverified	0
Precise Zero-Shot Dense Retrieval without Relevance Labels	Dec 20, 2022	Fact VerificationInstruction Following	CodeCode Available	2
Optimization Techniques for Unsupervised Complex Table Reasoning via Self-Training Framework	Dec 20, 2022	Data AugmentationFact Verification	CodeCode Available	1

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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