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 101–125 of 216 papers

Title	Date	Tasks	Status	Score
Learning to Generate Programs for Table Fact Verification via Structure-Aware Semantic Parsing	May 1, 2022	Fact VerificationSemantic Parsing	CodeCode Available	5
Learning to Verify Summary Facts with Fine-Grained LLM Feedback	Dec 14, 2024	Fact VerificationLanguage Modeling	CodeCode Available	5
Logic-level Evidence Retrieval and Graph-based Verification Network for Table-based Fact Verification	Sep 14, 2021	Fact VerificationRetrieval	CodeCode Available	5
M3: A Multi-Task Mixed-Objective Learning Framework for Open-Domain Multi-Hop Dense Sentence Retrieval	Mar 21, 2024	Contrastive LearningFact Verification	CodeCode Available	5
MCQG-SRefine: Multiple Choice Question Generation and Evaluation with Iterative Self-Critique, Correction, and Comparison Feedback	Oct 17, 2024	Fact VerificationHallucination	CodeCode Available	5
Molecular Facts: Desiderata for Decontextualization in LLM Fact Verification	Jun 28, 2024	Fact CheckingFact Verification	CodeCode Available	5
Multi-Evidence based Fact Verification via A Confidential Graph Neural Network	May 17, 2024	Fact VerificationGraph Attention	CodeCode Available	5
Multilingual Evidence Retrieval and Fact Verification to Combat Global Disinformation: The Power of Polyglotism	Dec 16, 2020	Cross-Lingual TransferFact Verification	CodeCode Available	5
Program Enhanced Fact Verification with Verbalization and Graph Attention Network	Oct 6, 2020	Fact VerificationGraph Attention	CodeCode Available	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	5
QA-NatVer: Question Answering for Natural Logic-based Fact Verification	Oct 22, 2023	counterfactualFact Verification	CodeCode Available	5
Read it Twice: Towards Faithfully Interpretable Fact Verification by Revisiting Evidence	May 2, 2023	Claim VerificationDecision Making	CodeCode Available	5
Rethinking Loss Functions for Fact Verification	Mar 13, 2024	Fact Verification	CodeCode Available	5
End-to-End Bias Mitigation by Modelling Biases in Corpora	Sep 13, 2019	Fact VerificationNatural Language Inference	CodeCode Available	5
Step-by-Step Fact Verification System for Medical Claims with Explainable Reasoning	Feb 20, 2025	Fact CheckingFact Verification	CodeCode Available	5
Structural Self-Supervised Objectives for Transformers	Sep 15, 2023	Fact VerificationLanguage Modeling	CodeCode Available	5
TabFact: A Large-scale Dataset for Table-based Fact Verification	Sep 5, 2019	16kFact Checking	CodeCode Available	5
Table-based Fact Verification with Salience-aware Learning	Sep 9, 2021	counterfactualData Augmentation	CodeCode Available	5
Table-based Fact Verification with Self-adaptive Mixture of Experts	Apr 19, 2022	Fact VerificationLogical Reasoning	CodeCode Available	5
TabVer: Tabular Fact Verification with Natural Logic	Nov 2, 2024	Fact Verification	CodeCode Available	5
Take It Easy: Label-Adaptive Self-Rationalization for Fact Verification and Explanation Generation	Oct 5, 2024	Explanation GenerationFact Checking	CodeCode Available	5
Team Trifecta at Factify5WQA: Setting the Standard in Fact Verification with Fine-Tuning	Mar 15, 2024	Fact VerificationIn-Context Learning	CodeCode Available	5
Topic-Aware Evidence Reasoning and Stance-Aware Aggregation for Fact Verification	Jun 2, 2021	Fact VerificationSemantic Similarity	CodeCode Available	5
Towards a Framework for Evaluating Explanations in Automated Fact Verification	Mar 29, 2024	Fact VerificationPosition	CodeCode Available	5
Towards a Search Engine for Machines: Unified Ranking for Multiple Retrieval-Augmented Large Language Models	Apr 30, 2024	Entity LinkingFact Verification	CodeCode Available	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