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
Chain-of-Table: Evolving Tables in the Reasoning Chain for Table Understanding	Jan 9, 2024	Fact VerificationIn-Context Learning	CodeCode Available	2
Are Large Language Models Good Fact Checkers: A Preliminary Study	Nov 29, 2023	Fact CheckingFact Verification	—Unverified	0
Learning to Filter Context for Retrieval-Augmented Generation	Nov 14, 2023	Extractive Question-AnsweringFact Verification	CodeCode Available	2
ChartCheck: Explainable Fact-Checking over Real-World Chart Images	Nov 13, 2023	Fact CheckingFact Verification	CodeCode Available	1
An Empirical Study of Using ChatGPT for Fact Verification Task	Nov 11, 2023	Fact Verification	—Unverified	0
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

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	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