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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 171–180 of 216 papers

Title	Date	Tasks	Status	Hype
Data and Model Distillation as a Solution for Domain-transferable Fact Verification	Jun 1, 2021	Fact Verification	—Unverified	0
How Robust are Fact Checking Systems on Colloquial Claims?	Jun 1, 2021	Fact CheckingFact Verification	—Unverified	0
Zero-shot Fact Verification by Claim Generation	May 31, 2021	2kFact Verification	CodeCode Available	1
SemEval-2021 Task 9: Fact Verification and Evidence Finding for Tabular Data in Scientific Documents (SEM-TAB-FACTS)	May 28, 2021	Fact Verification	—Unverified	0
DanFEVER: claim verification dataset for Danish	May 1, 2021	Claim VerificationFact Verification	CodeCode Available	0
BreakingBERT@IITK at SemEval-2021 Task 9 : Statement Verification and Evidence Finding with Tables	Apr 7, 2021	Fact VerificationNatural Language Inference	CodeCode Available	0
Structural Encoding and Pre-training Matter: Adapting BERT for Table-Based Fact Verification	Apr 1, 2021	Fact VerificationGraph Neural Network	—Unverified	0
Get Your Vitamin C! Robust Fact Verification with Contrastive Evidence	Mar 15, 2021	Adversarial Natural Language InferenceFact Checking	CodeCode Available	1
Hierarchical Multi-head Attentive Network for Evidence-aware Fake News Detection	Feb 4, 2021	Fact VerificationFake News Detection	CodeCode Available	1
Explain and Predict, and then Predict Again	Jan 11, 2021	Explanation GenerationFact 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