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 51–75 of 216 papers

Title	Date	Tasks	Status	Hype	Score
Factify 2: A Multimodal Fake News and Satire News Dataset	Apr 8, 2023	ArticlesClaim Verification	CodeCode Available	1	5
Decker: Double Check with Heterogeneous Knowledge for Commonsense Fact Verification	May 10, 2023	Fact VerificationQuestion Answering	CodeCode Available	1	5
HIPPO: Enhancing the Table Understanding Capability of Large Language Models through Hybrid-Modal Preference Optimization	Feb 24, 2025	DiversityFact Verification	CodeCode Available	1	5
KG-GPT: A General Framework for Reasoning on Knowledge Graphs Using Large Language Models	Oct 17, 2023	Fact VerificationKnowledge Graphs	CodeCode Available	1	5
Evidence-based Factual Error Correction	Jun 2, 2021	Fact CheckingFact Verification	CodeCode Available	1	5
ChartCheck: Explainable Fact-Checking over Real-World Chart Images	Nov 13, 2023	Fact CheckingFact Verification	CodeCode Available	1	5
Large Language Models are few(1)-shot Table Reasoners	Oct 13, 2022	Fact VerificationIn-Context Learning	CodeCode Available	1	5
FactKG: Fact Verification via Reasoning on Knowledge Graphs	May 11, 2023	Fact VerificationKnowledge Graphs	CodeCode Available	1	5
Paragraph-based Transformer Pre-training for Multi-Sentence Inference	May 2, 2022	Answer SelectionFact Verification	CodeCode Available	1	5
ProoFVer: Natural Logic Theorem Proving for Fact Verification	Aug 25, 2021	Automated Theorem Provingcounterfactual	CodeCode Available	1	5
Towards LLM-based Fact Verification on News Claims with a Hierarchical Step-by-Step Prompting Method	Sep 30, 2023	Claim VerificationFact Verification	CodeCode Available	1	5
Learning to Verify Summary Facts with Fine-Grained LLM Feedback	Dec 14, 2024	Fact VerificationLanguage Modeling	CodeCode Available	0	5
Logic-level Evidence Retrieval and Graph-based Verification Network for Table-based Fact Verification	Sep 14, 2021	Fact VerificationRetrieval	CodeCode Available	0	5
A Little Human Data Goes A Long Way	Oct 17, 2024	Fact VerificationQuestion Answering	CodeCode Available	0	5
Learning to Generate Programs for Table Fact Verification via Structure-Aware Semantic Parsing	May 1, 2022	Fact VerificationSemantic Parsing	CodeCode Available	0	5
DS@GT at CheckThat! 2025: Evaluating Context and Tokenization Strategies for Numerical Fact Verification	Jul 8, 2025	ARCArithmetic Reasoning	CodeCode Available	0	5
CFEVER: A Chinese Fact Extraction and VERification Dataset	Feb 20, 2024	Fact CheckingFact Verification	CodeCode Available	0	5
DeFactoNLP: Fact Verification using Entity Recognition, TFIDF Vector Comparison and Decomposable Attention	Sep 3, 2018	Fact VerificationNatural Language Inference	CodeCode Available	0	5
Causal Walk: Debiasing Multi-Hop Fact Verification with Front-Door Adjustment	Mar 5, 2024	Causal Inferencecounterfactual	CodeCode Available	0	5
Bridging Textual and Tabular Worlds for Fact Verification: A Lightweight, Attention-Based Model	Mar 26, 2024	Fact Verification	CodeCode Available	0	5
Are Large Language Models Table-based Fact-Checkers?	Feb 4, 2024	Fact VerificationIn-Context Learning	CodeCode Available	0	5
KaushikAcharya at SemEval-2021 Task 9: Candidate Generation for Fact Verification over Tables	Aug 1, 2021	Dependency ParsingFact Verification	CodeCode Available	0	5
BreakingBERT@IITK at SemEval-2021 Task 9 : Statement Verification and Evidence Finding with Tables	Apr 7, 2021	Fact VerificationNatural Language Inference	CodeCode Available	0	5
INO at Factify 2: Structure Coherence based Multi-Modal Fact Verification	Mar 2, 2023	Claim VerificationFact Verification	CodeCode Available	0	5
DanFEVER: claim verification dataset for Danish	May 1, 2021	Claim VerificationFact Verification	CodeCode Available	0	5

Show:10 25 50

← PrevPage 3 of 9Next →

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