SOTAVerified|Agents Browse Leaderboard About

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 71–80 of 216 papers

Title	Date	Tasks	Status	Hype	Score
Multilingual Evidence Retrieval and Fact Verification to Combat Global Disinformation: The Power of Polyglotism	Dec 16, 2020	Cross-Lingual TransferFact Verification	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
Learning to Generate Programs for Table Fact Verification via Structure-Aware Semantic Parsing	May 1, 2022	Fact VerificationSemantic Parsing	CodeCode Available	0	5
Are Large Language Models Table-based Fact-Checkers?	Feb 4, 2024	Fact VerificationIn-Context Learning	CodeCode Available	0	5
Learning to Verify Summary Facts with Fine-Grained LLM Feedback	Dec 14, 2024	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
Language Models Hallucinate, but May Excel at Fact Verification	Oct 23, 2023	Fact VerificationHallucination	CodeCode Available	0	5
DanFEVER: claim verification dataset for Danish	May 1, 2021	Claim VerificationFact Verification	CodeCode Available	0	5
CsFEVER and CTKFacts: Acquiring Czech data for fact verification	Jan 26, 2022	ArticlesFact Checking	CodeCode Available	0	5
Logic-level Evidence Retrieval and Graph-based Verification Network for Table-based Fact Verification	Sep 14, 2021	Fact VerificationRetrieval	CodeCode Available	0	5

Show:10 25 50

← PrevPage 8 of 22Next →

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