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Table-based Fact Verification

Verifying facts given semi-structured data.

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 11–20 of 26 papers

Title	Date	Tasks	Status	Hype	Score
AttesTable at SemEval-2021 Task 9: Extending Statement Verification with Tables for Unknown Class, and Semantic Evidence Finding	Aug 1, 2021	Fact CheckingFact Verification	CodeCode Available	0	5
TabFact: A Large-scale Dataset for Table-based Fact Verification	Sep 5, 2019	16kFact Checking	CodeCode Available	0	5
Table-based Fact Verification with Salience-aware Learning	Sep 9, 2021	counterfactualData Augmentation	CodeCode Available	0	5
Table-based Fact Verification with Self-adaptive Mixture of Experts	Apr 19, 2022	Fact VerificationLogical Reasoning	CodeCode Available	0	5
Understanding tables with intermediate pre-training	Oct 1, 2020	Binary ClassificationData Augmentation	CodeCode Available	0	5
Exploring Decomposition for Table-based Fact Verification	Sep 22, 2021	Fact VerificationTable-based Fact Verification	CodeCode Available	0	5
Are Large Language Models Table-based Fact-Checkers?	Feb 4, 2024	Fact VerificationIn-Context Learning	CodeCode Available	0	5
Logic-level Evidence Retrieval and Graph-based Verification Network for Table-based Fact Verification	Sep 14, 2021	Fact VerificationRetrieval	CodeCode Available	0	5
NormTab: Improving Symbolic Reasoning in LLMs Through Tabular Data Normalization	Jun 25, 2024	Semantic ParsingTable-based Fact Verification	CodeCode Available	0	5
Learn to Combine Linguistic and Symbolic Information for Table-based Fact Verification	Dec 1, 2020	Fact VerificationTable-based Fact Verification	—Unverified	0	0

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Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	ARTEMIS-DA	Test	93.1	—	Unverified
2	Dater	Test	93	—	Unverified
3	PASTA	Test	89.3	—	Unverified
4	Chain-of-Table	Test	86.61	—	Unverified
5	Binder	Test	86	—	Unverified
6	Tab-PoT	Test	85.77	—	Unverified
7	ReasTAP-Large	Test	84.9	—	Unverified
8	TAPEX-Large	Test	84.2	—	Unverified
9	T5-3b(UnifiedSKG)	Test	83.68	—	Unverified
10	Salience-aware TAPAS	Test	82.1	—	Unverified