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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 191–200 of 216 papers

Title	Date	Tasks	Status	Hype
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	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