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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 181–190 of 216 papers

Title	Date	Tasks	Status	Hype
Evidence-based Factual Error Correction	Dec 31, 2020	Fact CheckingFact Verification	CodeCode Available	1
FiD-Ex: Improving Sequence-to-Sequence Models for Extractive Rationale Generation	Dec 31, 2020	DecoderFact Verification	—Unverified	0
A Paragraph-level Multi-task Learning Model for Scientific Fact-Verification	Dec 28, 2020	Fact VerificationMisinformation	CodeCode Available	1
LOREN: Logic-Regularized Reasoning for Interpretable Fact Verification	Dec 25, 2020	Claim VerificationFact Verification	CodeCode Available	1
Multilingual Evidence Retrieval and Fact Verification to Combat Global Disinformation: The Power of Polyglotism	Dec 16, 2020	Cross-Lingual TransferFact Verification	CodeCode Available	0
Learn to Combine Linguistic and Symbolic Information for Table-based Fact Verification	Dec 1, 2020	Fact VerificationTable-based Fact Verification	—Unverified	0
Coarse-to-Fine Memory Matching for Joint Retrieval and Classification	Nov 29, 2020	ClassificationFact Verification	CodeCode Available	0
HoVer: A Dataset for Many-Hop Fact Extraction And Claim Verification	Nov 5, 2020	ArticlesClaim Verification	—Unverified	0
Adapting Open Domain Fact Extraction and Verification to COVID-FACT through In-Domain Language Modeling	Nov 1, 2020	Fact VerificationLanguage Modeling	—Unverified	0
Table Fact Verification with Structure-Aware Transformer	Nov 1, 2020	Fact Verification	—Unverified	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