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
Hierarchical Multi-head Attentive Network for Evidence-aware Fake News Detection	Feb 4, 2021	Fact VerificationFake News Detection	CodeCode Available	1	5
Decker: Double Check with Heterogeneous Knowledge for Commonsense Fact Verification	May 10, 2023	Fact VerificationQuestion Answering	CodeCode Available	1	5
Decorrelate Irrelevant, Purify Relevant: Overcome Textual Spurious Correlations from a Feature Perspective	Feb 16, 2022	Fact VerificationNatural Language Inference	CodeCode Available	1	5
Factual Confidence of LLMs: on Reliability and Robustness of Current Estimators	Jun 19, 2024	Fact VerificationQuestion Answering	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
FactKG: Fact Verification via Reasoning on Knowledge Graphs	May 11, 2023	Fact VerificationKnowledge Graphs	CodeCode Available	1	5
Explain and Predict, and then Predict Again	Jan 11, 2021	Explanation GenerationFact Verification	CodeCode Available	1	5
PASTA: Table-Operations Aware Fact Verification via Sentence-Table Cloze Pre-training	Nov 5, 2022	Fact CheckingFact Verification	CodeCode Available	1	5
Revealing the Importance of Semantic Retrieval for Machine Reading at Scale	Sep 17, 2019	Fact VerificationInformation Retrieval	CodeCode Available	1	5
Optimization Techniques for Unsupervised Complex Table Reasoning via Self-Training Framework	Dec 20, 2022	Data AugmentationFact Verification	CodeCode Available	1	5
Enhancing Retrieval-Augmented Large Language Models with Iterative Retrieval-Generation Synergy	May 24, 2023	Fact VerificationMulti-hop Question Answering	CodeCode Available	0	5
Language Models Hallucinate, but May Excel at Fact Verification	Oct 23, 2023	Fact VerificationHallucination	CodeCode Available	0	5
A Little Human Data Goes A Long Way	Oct 17, 2024	Fact VerificationQuestion Answering	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
Fine-grained Fact Verification with Kernel Graph Attention Network	Oct 22, 2019	Fact VerificationGraph Attention	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
INO at Factify 2: Structure Coherence based Multi-Modal Fact Verification	Mar 2, 2023	Claim VerificationFact Verification	CodeCode Available	0	5
Are Large Language Models Table-based Fact-Checkers?	Feb 4, 2024	Fact VerificationIn-Context Learning	CodeCode Available	0	5
Investigating Zero- and Few-shot Generalization in Fact Verification	Sep 18, 2023	Fact Verification	CodeCode Available	0	5
Adapting Open Domain Fact Extraction and Verification to COVID-FACT through In-Domain Language Modeling	Nov 1, 2020	Fact VerificationLanguage Modeling	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

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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