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	Score
CsFEVER and CTKFacts: Acquiring Czech data for fact verification	Jan 26, 2022	ArticlesFact Checking	CodeCode Available	5
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	5
Rethinking Loss Functions for Fact Verification	Mar 13, 2024	Fact Verification	CodeCode Available	5
CrossAug: A Contrastive Data Augmentation Method for Debiasing Fact Verification Models	Sep 30, 2021	Data AugmentationFact Verification	CodeCode Available	5
ClaimDiff: Comparing and Contrasting Claims on Contentious Issues	May 24, 2022	ArticlesFact Verification	CodeCode Available	5
Multilingual Evidence Retrieval and Fact Verification to Combat Global Disinformation: The Power of Polyglotism	Dec 16, 2020	Cross-Lingual TransferFact Verification	CodeCode Available	5
Converge to the Truth: Factual Error Correction via Iterative Constrained Editing	Nov 22, 2022	Fact VerificationLanguage Modeling	CodeCode Available	5
Molecular Facts: Desiderata for Decontextualization in LLM Fact Verification	Jun 28, 2024	Fact CheckingFact Verification	CodeCode Available	5
Multi-Evidence based Fact Verification via A Confidential Graph Neural Network	May 17, 2024	Fact VerificationGraph Attention	CodeCode Available	5
Fact-Saboteurs: A Taxonomy of Evidence Manipulation Attacks against Fact-Verification Systems	Sep 7, 2022	Fact CheckingFact Verification	CodeCode Available	5
Fact or Fiction? Improving Fact Verification with Knowledge Graphs through Simplified Subgraph Retrievals	Aug 14, 2024	Fact VerificationKnowledge Graphs	CodeCode Available	5
M3: A Multi-Task Mixed-Objective Learning Framework for Open-Domain Multi-Hop Dense Sentence Retrieval	Mar 21, 2024	Contrastive LearningFact Verification	CodeCode Available	5
Elastic weight consolidation for better bias inoculation	Apr 29, 2020	Fact VerificationGeneral Classification	CodeCode Available	5
Logic-level Evidence Retrieval and Graph-based Verification Network for Table-based Fact Verification	Sep 14, 2021	Fact VerificationRetrieval	CodeCode Available	5
Learning to Generate Programs for Table Fact Verification via Structure-Aware Semantic Parsing	May 1, 2022	Fact VerificationSemantic Parsing	CodeCode Available	5
Learning to Verify Summary Facts with Fine-Grained LLM Feedback	Dec 14, 2024	Fact VerificationLanguage Modeling	CodeCode Available	5
MCQG-SRefine: Multiple Choice Question Generation and Evaluation with Iterative Self-Critique, Correction, and Comparison Feedback	Oct 17, 2024	Fact VerificationHallucination	CodeCode Available	5
From Nuisance to News Sense: Augmenting the News with Cross-Document Evidence and Context	Oct 6, 2023	ArticlesFact Verification	CodeCode Available	5
From Relevance to Utility: Evidence Retrieval with Feedback for Fact Verification	Oct 18, 2023	Fact VerificationRetrieval	CodeCode Available	5
FactGenius: Combining Zero-Shot Prompting and Fuzzy Relation Mining to Improve Fact Verification with Knowledge Graphs	Jun 3, 2024	Fact CheckingFact Verification	CodeCode Available	5
Combining Fact Extraction and Verification with Neural Semantic Matching Networks	Nov 16, 2018	Claim VerificationFact Checking	CodeCode Available	5
Coarse-to-Fine Memory Matching for Joint Retrieval and Classification	Nov 29, 2020	ClassificationFact Verification	CodeCode Available	5
FaaF: Facts as a Function for the evaluation of generated text	Mar 6, 2024	Fact VerificationLanguage Modelling	CodeCode Available	5
Language Models Hallucinate, but May Excel at Fact Verification	Oct 23, 2023	Fact VerificationHallucination	CodeCode Available	5
Investigating Zero- and Few-shot Generalization in Fact Verification	Sep 18, 2023	Fact Verification	CodeCode Available	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