SOTAVerified

Table-based Fact Verification

Verifying facts given semi-structured data.

Papers

Showing 1–10 of 26 papers

TitleStatusHype
ARTEMIS-DA: An Advanced Reasoning and Transformation Engine for Multi-Step Insight Synthesis in Data Analytics—0
TART: An Open-Source Tool-Augmented Framework for Explainable Table-based ReasoningCode2
NormTab: Improving Symbolic Reasoning in LLMs Through Tabular Data NormalizationCode0
Efficient Prompting for LLM-based Generative Internet of Things—0
TabSQLify: Enhancing Reasoning Capabilities of LLMs Through Table DecompositionCode1
Are Large Language Models Table-based Fact-Checkers?Code0
Chain-of-Table: Evolving Tables in the Reasoning Chain for Table UnderstandingCode2
Heuristic Heterogeneous Graph Reasoning Networks for Fact VerificationCode0
Large Language Models are Versatile Decomposers: Decompose Evidence and Questions for Table-based ReasoningCode1
PASTA: Table-Operations Aware Fact Verification via Sentence-Table Cloze Pre-trainingCode1
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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