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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 201–216 of 216 papers

Title	Date	Tasks	Status	Hype
Evaluating adversarial attacks against multiple fact verification systems	Nov 1, 2019	Fact Verification	—Unverified	0
Extract and Aggregate: A Novel Domain-Independent Approach to Factual Data Verification	Nov 1, 2019	Fact CheckingFact Verification	—Unverified	0
Scalable Knowledge Graph Construction from Text Collections	Nov 1, 2019	Fact Verificationgraph construction	—Unverified	0
Fine-grained Fact Verification with Kernel Graph Attention Network	Oct 22, 2019	Fact VerificationGraph Attention	—Unverified	0
On the Importance of Delexicalization for Fact Verification	Sep 21, 2019	Fact VerificationNatural Language Inference	—Unverified	0
Revealing the Importance of Semantic Retrieval for Machine Reading at Scale	Sep 17, 2019	Fact VerificationInformation Retrieval	CodeCode Available	1
End-to-End Bias Mitigation by Modelling Biases in Corpora	Sep 13, 2019	Fact VerificationNatural Language Inference	CodeCode Available	0
Reasoning Over Semantic-Level Graph for Fact Checking	Sep 9, 2019	Claim VerificationFact Checking	—Unverified	0
TabFact: A Large-scale Dataset for Table-based Fact Verification	Sep 5, 2019	16kFact Checking	CodeCode Available	0
Validation of Facts Against Textual Sources	Sep 1, 2019	Fact VerificationNatural Language Inference	—Unverified	0
Towards Debiasing Fact Verification Models	Aug 14, 2019	Fact Verification	CodeCode Available	0
GEAR: Graph-based Evidence Aggregating and Reasoning for Fact Verification	Jul 22, 2019	Fact Verification	CodeCode Available	1
AttentiveChecker: A Bi-Directional Attention Flow Mechanism for Fact Verification	Jun 1, 2019	Claim VerificationFact Checking	—Unverified	0
Combining Fact Extraction and Verification with Neural Semantic Matching Networks	Nov 16, 2018	Claim VerificationFact Checking	CodeCode Available	0
QED: A fact verification system for the FEVER shared task	Nov 1, 2018	Fact VerificationGeneral Classification	—Unverified	0
DeFactoNLP: Fact Verification using Entity Recognition, TFIDF Vector Comparison and Decomposable Attention	Sep 3, 2018	Fact VerificationNatural Language Inference	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	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