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 176–200 of 216 papers

Title	Date	Tasks	Status	Hype
BreakingBERT@IITK at SemEval-2021 Task 9 : Statement Verification and Evidence Finding with Tables	Apr 7, 2021	Fact VerificationNatural Language Inference	CodeCode Available	0
Structural Encoding and Pre-training Matter: Adapting BERT for Table-Based Fact Verification	Apr 1, 2021	Fact VerificationGraph Neural Network	—Unverified	0
Get Your Vitamin C! Robust Fact Verification with Contrastive Evidence	Mar 15, 2021	Adversarial Natural Language InferenceFact Checking	CodeCode Available	1
Hierarchical Multi-head Attentive Network for Evidence-aware Fake News Detection	Feb 4, 2021	Fact VerificationFake News Detection	CodeCode Available	1
Explain and Predict, and then Predict Again	Jan 11, 2021	Explanation GenerationFact Verification	CodeCode Available	1
Evidence-based Factual Error Correction	Dec 31, 2020	Fact CheckingFact Verification	CodeCode Available	1
FiD-Ex: Improving Sequence-to-Sequence Models for Extractive Rationale Generation	Dec 31, 2020	DecoderFact Verification	—Unverified	0
A Paragraph-level Multi-task Learning Model for Scientific Fact-Verification	Dec 28, 2020	Fact VerificationMisinformation	CodeCode Available	1
LOREN: Logic-Regularized Reasoning for Interpretable Fact Verification	Dec 25, 2020	Claim VerificationFact Verification	CodeCode Available	1
Multilingual Evidence Retrieval and Fact Verification to Combat Global Disinformation: The Power of Polyglotism	Dec 16, 2020	Cross-Lingual TransferFact Verification	CodeCode Available	0
Learn to Combine Linguistic and Symbolic Information for Table-based Fact Verification	Dec 1, 2020	Fact VerificationTable-based Fact Verification	—Unverified	0
Coarse-to-Fine Memory Matching for Joint Retrieval and Classification	Nov 29, 2020	ClassificationFact Verification	CodeCode Available	0
HoVer: A Dataset for Many-Hop Fact Extraction And Claim Verification	Nov 5, 2020	ArticlesClaim Verification	—Unverified	0
Adapting Open Domain Fact Extraction and Verification to COVID-FACT through In-Domain Language Modeling	Nov 1, 2020	Fact VerificationLanguage Modeling	—Unverified	0
Table Fact Verification with Structure-Aware Transformer	Nov 1, 2020	Fact Verification	—Unverified	0
Constrained Fact Verification for FEVER	Nov 1, 2020	Fact Verification	—Unverified	0
Connecting the Dots Between Fact Verification and Fake News Detection	Oct 11, 2020	Fact VerificationFake News Detection	—Unverified	0
Where Are the Facts? Searching for Fact-checked Information to Alleviate the Spread of Fake News	Oct 7, 2020	ArticlesFact Checking	CodeCode Available	1
Program Enhanced Fact Verification with Verbalization and Graph Attention Network	Oct 6, 2020	Fact VerificationGraph Attention	CodeCode Available	0
KILT: a Benchmark for Knowledge Intensive Language Tasks	Sep 4, 2020	Entity LinkingFact Checking	CodeCode Available	1
Distilling the Evidence to Augment Fact Verification Models	Jul 1, 2020	Fact Verification	—Unverified	0
Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks	May 22, 2020	Fact VerificationQuestion Answering	CodeCode Available	4
Transformer-XH: Multi-Evidence Reasoning with eXtra Hop Attention	May 1, 2020	Fact VerificationMulti-hop Question Answering	CodeCode Available	1
Elastic weight consolidation for better bias inoculation	Apr 29, 2020	Fact VerificationGeneral Classification	CodeCode Available	0
Graph Sequential Network for Reasoning over Sequences	Apr 4, 2020	Fact VerificationGraph Neural Network	—Unverified	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