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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 51–60 of 216 papers

Title	Date	Tasks	Status	Hype	Score
ChartCheck: Explainable Fact-Checking over Real-World Chart Images	Nov 13, 2023	Fact CheckingFact Verification	CodeCode Available	1	5
Decker: Double Check with Heterogeneous Knowledge for Commonsense Fact Verification	May 10, 2023	Fact VerificationQuestion Answering	CodeCode Available	1	5
Decorrelate Irrelevant, Purify Relevant: Overcome Textual Spurious Correlations from a Feature Perspective	Feb 16, 2022	Fact VerificationNatural Language Inference	CodeCode Available	1	5
FEVEROUS: Fact Extraction and VERification Over Unstructured and Structured information	Jun 10, 2021	Fact VerificationMisinformation	CodeCode Available	1	5
Assessing the Limitations of Large Language Models in Clinical Fact Decomposition	Dec 17, 2024	Fact VerificationSentence	CodeCode Available	1	5
GEAR: Graph-based Evidence Aggregating and Reasoning for Fact Verification	Jul 22, 2019	Fact Verification	CodeCode Available	1	5
Team Triple-Check at Factify 2: Parameter-Efficient Large Foundation Models with Feature Representations for Multi-Modal Fact Verification	Feb 12, 2023	Fact VerificationMisinformation	CodeCode Available	1	5
Team Yao at Factify 2022: Utilizing Pre-trained Models and Co-attention Networks for Multi-Modal Fact Verification	Jan 26, 2022	Fact VerificationMisinformation	CodeCode Available	1	5
HIPPO: Enhancing the Table Understanding Capability of Large Language Models through Hybrid-Modal Preference Optimization	Feb 24, 2025	DiversityFact Verification	CodeCode Available	1	5
Where Are the Facts? Searching for Fact-checked Information to Alleviate the Spread of Fake News	Oct 7, 2020	ArticlesFact Checking	CodeCode Available	1	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	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