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 26–50 of 216 papers

Title	Date	Tasks	Status	Hype	Score
Re2G: Retrieve, Rerank, Generate	Jul 13, 2022	Fact CheckingFact Verification	CodeCode Available	1	5
Explain and Predict, and then Predict Again	Jan 11, 2021	Explanation GenerationFact Verification	CodeCode Available	1	5
H-STAR: LLM-driven Hybrid SQL-Text Adaptive Reasoning on Tables	Jun 29, 2024	Fact VerificationMathematical Reasoning	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
LOREN: Logic-Regularized Reasoning for Interpretable Fact Verification	Dec 25, 2020	Claim VerificationFact Verification	CodeCode Available	1	5
Get Your Vitamin C! Robust Fact Verification with Contrastive Evidence	Mar 15, 2021	Adversarial Natural Language InferenceFact Checking	CodeCode Available	1	5
Evidence-based Factual Error Correction	Dec 31, 2020	Fact CheckingFact Verification	CodeCode Available	1	5
FEVEROUS: Fact Extraction and VERification Over Unstructured and Structured information	Jun 10, 2021	Fact VerificationMisinformation	CodeCode Available	1	5
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
FaVIQ: FAct Verification from Information-seeking Questions	Jul 5, 2021	Fact CheckingFact Verification	CodeCode Available	1	5
GEAR: Graph-based Evidence Aggregating and Reasoning for Fact Verification	Jul 22, 2019	Fact Verification	CodeCode Available	1	5
GERE: Generative Evidence Retrieval for Fact Verification	Apr 12, 2022	Claim VerificationFact Verification	CodeCode Available	1	5
A Paragraph-level Multi-task Learning Model for Scientific Fact-Verification	Dec 28, 2020	Fact VerificationMisinformation	CodeCode Available	1	5
Evidentiality-guided Generation for Knowledge-Intensive NLP Tasks	Dec 16, 2021	AttributeFact Verification	CodeCode Available	1	5
Attribute First, then Generate: Locally-attributable Grounded Text Generation	Mar 25, 2024	AttributeDocument Summarization	CodeCode Available	1	5
EX-FEVER: A Dataset for Multi-hop Explainable Fact Verification	Oct 15, 2023	Claim VerificationExplanation Generation	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
COVID-VTS: Fact Extraction and Verification on Short Video Platforms	Feb 15, 2023	Fact CheckingFact Selection	CodeCode Available	1	5
CHECKWHY: Causal Fact Verification via Argument Structure	Aug 20, 2024	Fact VerificationLogical Reasoning	CodeCode Available	1	5
Large Language Models are few(1)-shot Table Reasoners	Oct 13, 2022	Fact VerificationIn-Context Learning	CodeCode Available	1	5
ChartCheck: Explainable Fact-Checking over Real-World Chart Images	Nov 13, 2023	Fact CheckingFact Verification	CodeCode Available	1	5
Evidence-based Factual Error Correction	Jun 2, 2021	Fact CheckingFact Verification	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
Paragraph-based Transformer Pre-training for Multi-Sentence Inference	May 2, 2022	Answer SelectionFact Verification	CodeCode Available	1	5

Show:10 25 50

← PrevPage 2 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