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 1–25 of 216 papers

Title	Date	Tasks	Status	Hype
Loki: An Open-Source Tool for Fact Verification	Oct 2, 2024	Claim VerificationFact Checking	CodeCode Available	5
Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks	May 22, 2020	Fact VerificationQuestion Answering	CodeCode Available	4
AlignScore: Evaluating Factual Consistency with a Unified Alignment Function	May 26, 2023	Fact VerificationInformation Retrieval	CodeCode Available	4
ReAct: Synergizing Reasoning and Acting in Language Models	Oct 6, 2022	Decision MakingFact Verification	CodeCode Available	4
Self-RAG: Learning to Retrieve, Generate, and Critique through Self-Reflection	Oct 17, 2023	Fact VerificationQuestion Answering	CodeCode Available	4
Precise Zero-Shot Dense Retrieval without Relevance Labels	Dec 20, 2022	Fact VerificationInstruction Following	CodeCode Available	2
SimGRAG: Leveraging Similar Subgraphs for Knowledge Graphs Driven Retrieval-Augmented Generation	Dec 17, 2024	Fact VerificationKnowledge Graphs	CodeCode Available	2
Benchmarking Retrieval-Augmented Generation in Multi-Modal Contexts	Feb 24, 2025	BenchmarkingFact Verification	CodeCode Available	2
Chain-of-Table: Evolving Tables in the Reasoning Chain for Table Understanding	Jan 9, 2024	Fact VerificationIn-Context Learning	CodeCode Available	2
TART: An Open-Source Tool-Augmented Framework for Explainable Table-based Reasoning	Sep 18, 2024	Fact VerificationQuestion Answering	CodeCode Available	2
Reasoning-Table: Exploring Reinforcement Learning for Table Reasoning	Jun 2, 2025	Fact VerificationLanguage Modeling	CodeCode Available	2
Learning to Filter Context for Retrieval-Augmented Generation	Nov 14, 2023	Extractive Question-AnsweringFact Verification	CodeCode Available	2
SemViQA: A Semantic Question Answering System for Vietnamese Information Fact-Checking	Mar 2, 2025	Fact CheckingFact Verification	CodeCode Available	2
Chain of Preference Optimization: Improving Chain-of-Thought Reasoning in LLMs	Jun 13, 2024	Arithmetic ReasoningFact Verification	CodeCode Available	2
Factual Confidence of LLMs: on Reliability and Robustness of Current Estimators	Jun 19, 2024	Fact VerificationQuestion Answering	CodeCode Available	1
Assessing the Limitations of Large Language Models in Clinical Fact Decomposition	Dec 17, 2024	Fact VerificationSentence	CodeCode Available	1
Evidence-based Factual Error Correction	Dec 31, 2020	Fact CheckingFact Verification	CodeCode Available	1
Factify 2: A Multimodal Fake News and Satire News Dataset	Apr 8, 2023	ArticlesClaim Verification	CodeCode Available	1
Explain and Predict, and then Predict Again	Jan 11, 2021	Explanation GenerationFact Verification	CodeCode Available	1
FactKG: Fact Verification via Reasoning on Knowledge Graphs	May 11, 2023	Fact VerificationKnowledge Graphs	CodeCode Available	1
FaVIQ: FAct Verification from Information-seeking Questions	Jul 5, 2021	Fact CheckingFact Verification	CodeCode Available	1
AdaptKeyBERT: An Attention-Based approach towards Few-Shot & Zero-Shot Domain Adaptation of KeyBERT	Nov 14, 2022	Domain AdaptationFact Verification	CodeCode Available	1
Evidence-based Factual Error Correction	Jun 2, 2021	Fact CheckingFact Verification	CodeCode Available	1
CHECKWHY: Causal Fact Verification via Argument Structure	Aug 20, 2024	Fact VerificationLogical Reasoning	CodeCode Available	1
A Paragraph-level Multi-task Learning Model for Scientific Fact-Verification	Dec 28, 2020	Fact VerificationMisinformation	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	T5-base	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