SOTAVerified

Table-based Fact Verification

Verifying facts given semi-structured data.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 11–20 of 26 papers

TitleStatusHype
Structural Encoding and Pre-training Matter: Adapting BERT for Table-Based Fact Verification—0
Table-based Fact Verification with Self-labeled Keypoint Alignment—0
Understanding tables with intermediate pre-training—0
ConTFV: A Contrastive Learning Framework for Table-based Fact Verification—0
Efficient Prompting for LLM-based Generative Internet of Things—0
ARTEMIS-DA: An Advanced Reasoning and Transformation Engine for Multi-Step Insight Synthesis in Data Analytics—0
Learn to Combine Linguistic and Symbolic Information for Table-based Fact Verification—0
Are Large Language Models Table-based Fact-Checkers?Code0
Heuristic Heterogeneous Graph Reasoning Networks for Fact VerificationCode0
Logic-level Evidence Retrieval and Graph-based Verification Network for Table-based Fact VerificationCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ARTEMIS-DATest93.1—Unverified
2DaterTest93—Unverified
3PASTATest89.3—Unverified
4Chain-of-TableTest86.61—Unverified
5BinderTest86—Unverified
6Tab-PoTTest85.77—Unverified
7ReasTAP-LargeTest84.9—Unverified
8TAPEX-LargeTest84.2—Unverified
9T5-3b(UnifiedSKG)Test83.68—Unverified
10Salience-aware TAPASTest82.1—Unverified