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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 101–110 of 216 papers

Title	Date	Tasks	Status	Hype	Score
Molecular Facts: Desiderata for Decontextualization in LLM Fact Verification	Jun 28, 2024	Fact CheckingFact Verification	CodeCode Available	0	5
Multi-Evidence based Fact Verification via A Confidential Graph Neural Network	May 17, 2024	Fact VerificationGraph Attention	CodeCode Available	0	5
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
Program Enhanced Fact Verification with Verbalization and Graph Attention Network	Oct 6, 2020	Fact VerificationGraph Attention	CodeCode Available	0	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	0	5
QA-NatVer: Question Answering for Natural Logic-based Fact Verification	Oct 22, 2023	counterfactualFact Verification	CodeCode Available	0	5
Read it Twice: Towards Faithfully Interpretable Fact Verification by Revisiting Evidence	May 2, 2023	Claim VerificationDecision Making	CodeCode Available	0	5
Rethinking Loss Functions for Fact Verification	Mar 13, 2024	Fact Verification	CodeCode Available	0	5
End-to-End Bias Mitigation by Modelling Biases in Corpora	Sep 13, 2019	Fact VerificationNatural Language Inference	CodeCode Available	0	5
Step-by-Step Fact Verification System for Medical Claims with Explainable Reasoning	Feb 20, 2025	Fact CheckingFact Verification	CodeCode Available	0	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