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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 181–190 of 216 papers

Title	Date	Tasks	Status	Hype
Investigating Zero- and Few-shot Generalization in Fact Verification	Sep 18, 2023	Fact Verification	CodeCode Available	0
KaushikAcharya at SemEval-2021 Task 9: Candidate Generation for Fact Verification over Tables	Aug 1, 2021	Dependency ParsingFact Verification	CodeCode Available	0
Coarse-to-Fine Memory Matching for Joint Retrieval and Classification	Nov 29, 2020	ClassificationFact Verification	CodeCode Available	0
INO at Factify 2: Structure Coherence based Multi-Modal Fact Verification	Mar 2, 2023	Claim VerificationFact Verification	CodeCode Available	0
Heuristic Heterogeneous Graph Reasoning Networks for Fact Verification	Jun 13, 2023	Fact Verificationgraph construction	CodeCode Available	0
Language Models Hallucinate, but May Excel at Fact Verification	Oct 23, 2023	Fact VerificationHallucination	CodeCode Available	0
Zero-Shot Fact Verification via Natural Logic and Large Language Models	Oct 4, 2024	Fact VerificationZero-shot Generalization	CodeCode Available	0
Guide the Learner: Controlling Product of Experts Debiasing Method Based on Token Attribution Similarities	Feb 6, 2023	Decision MakingFact Verification	CodeCode Available	0
From Relevance to Utility: Evidence Retrieval with Feedback for Fact Verification	Oct 18, 2023	Fact VerificationRetrieval	CodeCode Available	0
Learning to Generate Programs for Table Fact Verification via Structure-Aware Semantic Parsing	May 1, 2022	Fact VerificationSemantic Parsing	CodeCode Available	0

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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