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 76–100 of 216 papers

Title	Date	Tasks	Status	Hype
XFEVER: Exploring Fact Verification across Languages	Oct 25, 2023	BenchmarkingFact Verification	CodeCode Available	0
Language Models Hallucinate, but May Excel at Fact Verification	Oct 23, 2023	Fact VerificationHallucination	CodeCode Available	0
EXPLAIN, EDIT, GENERATE: Rationale-Sensitive Counterfactual Data Augmentation for Multi-hop Fact Verification	Oct 23, 2023	counterfactualData Augmentation	CodeCode Available	0
QA-NatVer: Question Answering for Natural Logic-based Fact Verification	Oct 22, 2023	counterfactualFact Verification	CodeCode Available	0
From Relevance to Utility: Evidence Retrieval with Feedback for Fact Verification	Oct 18, 2023	Fact VerificationRetrieval	CodeCode Available	0
KG-GPT: A General Framework for Reasoning on Knowledge Graphs Using Large Language Models	Oct 17, 2023	Fact VerificationKnowledge Graphs	CodeCode Available	1
Self-RAG: Learning to Retrieve, Generate, and Critique through Self-Reflection	Oct 17, 2023	Fact VerificationQuestion Answering	CodeCode Available	4
EX-FEVER: A Dataset for Multi-hop Explainable Fact Verification	Oct 15, 2023	Claim VerificationExplanation Generation	CodeCode Available	1
From Nuisance to News Sense: Augmenting the News with Cross-Document Evidence and Context	Oct 6, 2023	ArticlesFact Verification	CodeCode Available	0
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
Unsupervised Pretraining for Fact Verification by Language Model Distillation	Sep 28, 2023	Fact VerificationLanguage Modeling	CodeCode Available	0
Investigating Zero- and Few-shot Generalization in Fact Verification	Sep 18, 2023	Fact Verification	CodeCode Available	0
Structural Self-Supervised Objectives for Transformers	Sep 15, 2023	Fact VerificationLanguage Modeling	CodeCode Available	0
Findings of Factify 2: Multimodal Fake News Detection	Jul 19, 2023	Fact VerificationFake News Detection	—Unverified	0
Heuristic Heterogeneous Graph Reasoning Networks for Fact Verification	Jun 13, 2023	Fact Verificationgraph construction	CodeCode Available	0
Prompt to be Consistent is Better than Self-Consistent? Few-Shot and Zero-Shot Fact Verification with Pre-trained Language Models	Jun 5, 2023	Fact VerificationIn-Context Learning	CodeCode Available	0
AlignScore: Evaluating Factual Consistency with a Unified Alignment Function	May 26, 2023	Fact VerificationInformation Retrieval	CodeCode Available	4
Enhancing Retrieval-Augmented Large Language Models with Iterative Retrieval-Generation Synergy	May 24, 2023	Fact VerificationMulti-hop Question Answering	CodeCode Available	0
Few-Shot Data Synthesis for Open Domain Multi-Hop Question Answering	May 23, 2023	Fact VerificationFew-Shot Learning	—Unverified	0
FACTIFY3M: A Benchmark for Multimodal Fact Verification with Explainability through 5W Question-Answering	May 22, 2023	Fact VerificationQuestion Answering	—Unverified	0
Consistent Multi-Granular Rationale Extraction for Explainable Multi-hop Fact Verification	May 16, 2023	DiagnosticFact Verification	—Unverified	0
Growing and Serving Large Open-domain Knowledge Graphs	May 16, 2023	Entity LinkingFact Verification	—Unverified	0
FactKG: Fact Verification via Reasoning on Knowledge Graphs	May 11, 2023	Fact VerificationKnowledge Graphs	CodeCode Available	1
Decker: Double Check with Heterogeneous Knowledge for Commonsense Fact Verification	May 10, 2023	Fact VerificationQuestion Answering	CodeCode Available	1
FACTIFY-5WQA: 5W Aspect-based Fact Verification through Question Answering	May 7, 2023	Fact CheckingFact Verification	—Unverified	0

Show:10 25 50

← PrevPage 4 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	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