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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 111–120 of 216 papers

Title	Date	Tasks	Status	Hype
Natural Logic-guided Autoregressive Multi-hop Document Retrieval for Fact Verification	Dec 10, 2022	Fact VerificationRetrieval	—Unverified	0
Exploring Faithful Rationale for Multi-hop Fact Verification via Salience-Aware Graph Learning	Dec 2, 2022	DiagnosticFact Verification	—Unverified	0
Converge to the Truth: Factual Error Correction via Iterative Constrained Editing	Nov 22, 2022	Fact VerificationLanguage Modeling	CodeCode Available	0
Data-Efficient Autoregressive Document Retrieval for Fact Verification	Nov 17, 2022	ArticlesFact Verification	—Unverified	0
AdaptKeyBERT: An Attention-Based approach towards Few-Shot & Zero-Shot Domain Adaptation of KeyBERT	Nov 14, 2022	Domain AdaptationFact Verification	CodeCode Available	1
PASTA: Table-Operations Aware Fact Verification via Sentence-Table Cloze Pre-training	Nov 5, 2022	Fact CheckingFact Verification	CodeCode Available	1
Passage-Mask: A Learnable Regularization Strategy for Retriever-Reader Models	Nov 2, 2022	Answer GenerationFact Verification	—Unverified	0
Learning to Navigate Wikipedia by Taking Random Walks	Oct 31, 2022	Fact VerificationNavigate	—Unverified	0
ReasTAP: Injecting Table Reasoning Skills During Pre-training via Synthetic Reasoning Examples	Oct 22, 2022	Fact VerificationQuestion Answering	CodeCode Available	1
Large Language Models are few(1)-shot Table Reasoners	Oct 13, 2022	Fact VerificationIn-Context Learning	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