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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 21–26 of 26 papers

Title	Date	Tasks	Status	Hype	Score
Efficient Prompting for LLM-based Generative Internet of Things	Jun 14, 2024	Prompt EngineeringQuestion Answering	—Unverified	0	0
Table-based Fact Verification with Self-adaptive Mixture of Experts	Nov 16, 2021	Fact VerificationLogical Reasoning	—Unverified	0	0
ARTEMIS-DA: An Advanced Reasoning and Transformation Engine for Multi-Step Insight Synthesis in Data Analytics	Dec 18, 2024	Code GenerationInformation Retrieval	—Unverified	0	0
ConTFV: A Contrastive Learning Framework for Table-based Fact Verification	Nov 16, 2021	Binary ClassificationContrastive Learning	—Unverified	0	0
Structural Encoding and Pre-training Matter: Adapting BERT for Table-Based Fact Verification	Apr 1, 2021	Fact VerificationGraph Neural Network	—Unverified	0	0
Table-based Fact Verification with Self-labeled Keypoint Alignment	Oct 1, 2022	AttributeContrastive Learning	—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