SOTAVerified

Table-based Fact Verification

Verifying facts given semi-structured data.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 1–25 of 26 papers

TitleStatusHype
Chain-of-Table: Evolving Tables in the Reasoning Chain for Table UnderstandingCode2
UnifiedSKG: Unifying and Multi-Tasking Structured Knowledge Grounding with Text-to-Text Language ModelsCode2
TART: An Open-Source Tool-Augmented Framework for Explainable Table-based ReasoningCode2
Binding Language Models in Symbolic LanguagesCode2
PASTA: Table-Operations Aware Fact Verification via Sentence-Table Cloze Pre-trainingCode1
Large Language Models are Versatile Decomposers: Decompose Evidence and Questions for Table-based ReasoningCode1
ReasTAP: Injecting Table Reasoning Skills During Pre-training via Synthetic Reasoning ExamplesCode1
TabSQLify: Enhancing Reasoning Capabilities of LLMs Through Table DecompositionCode1
TAPEX: Table Pre-training via Learning a Neural SQL ExecutorCode1
Structural Encoding and Pre-training Matter: Adapting BERT for Table-Based Fact Verification—0
Table-based Fact Verification with Self-labeled Keypoint Alignment—0
ARTEMIS-DA: An Advanced Reasoning and Transformation Engine for Multi-Step Insight Synthesis in Data Analytics—0
ConTFV: A Contrastive Learning Framework for Table-based Fact Verification—0
Efficient Prompting for LLM-based Generative Internet of Things—0
Learn to Combine Linguistic and Symbolic Information for Table-based Fact Verification—0
Table-based Fact Verification with Self-adaptive Mixture of Experts—0
Understanding tables with intermediate pre-trainingCode0
Exploring Decomposition for Table-based Fact VerificationCode0
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
NormTab: Improving Symbolic Reasoning in LLMs Through Tabular Data NormalizationCode0
AttesTable at SemEval-2021 Task 9: Extending Statement Verification with Tables for Unknown Class, and Semantic Evidence FindingCode0
TabFact: A Large-scale Dataset for Table-based Fact VerificationCode0
Table-based Fact Verification with Salience-aware LearningCode0
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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