SOTAVerified

Fact Verification

Fact verification, also called "fact checking", is a process of verifying facts in natural text against a database of facts.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 1–50 of 216 papers

TitleStatusHype
Loki: An Open-Source Tool for Fact VerificationCode5
Self-RAG: Learning to Retrieve, Generate, and Critique through Self-ReflectionCode4
AlignScore: Evaluating Factual Consistency with a Unified Alignment FunctionCode4
ReAct: Synergizing Reasoning and Acting in Language ModelsCode4
Retrieval-Augmented Generation for Knowledge-Intensive NLP TasksCode4
Reasoning-Table: Exploring Reinforcement Learning for Table ReasoningCode2
SemViQA: A Semantic Question Answering System for Vietnamese Information Fact-CheckingCode2
Benchmarking Retrieval-Augmented Generation in Multi-Modal ContextsCode2
SimGRAG: Leveraging Similar Subgraphs for Knowledge Graphs Driven Retrieval-Augmented GenerationCode2
TART: An Open-Source Tool-Augmented Framework for Explainable Table-based ReasoningCode2
Chain of Preference Optimization: Improving Chain-of-Thought Reasoning in LLMsCode2
Chain-of-Table: Evolving Tables in the Reasoning Chain for Table UnderstandingCode2
Learning to Filter Context for Retrieval-Augmented GenerationCode2
Precise Zero-Shot Dense Retrieval without Relevance LabelsCode2
Verifying the Verifiers: Unveiling Pitfalls and Potentials in Fact VerifiersCode1
Table-R1: Inference-Time Scaling for Table ReasoningCode1
HIPPO: Enhancing the Table Understanding Capability of Large Language Models through Hybrid-Modal Preference OptimizationCode1
Assessing the Limitations of Large Language Models in Clinical Fact DecompositionCode1
Truth or Mirage? Towards End-to-End Factuality Evaluation with LLM-OasisCode1
CHECKWHY: Causal Fact Verification via Argument StructureCode1
H-STAR: LLM-driven Hybrid SQL-Text Adaptive Reasoning on TablesCode1
Factual Confidence of LLMs: on Reliability and Robustness of Current EstimatorsCode1
Attribute First, then Generate: Locally-attributable Grounded Text GenerationCode1
ChartCheck: Explainable Fact-Checking over Real-World Chart ImagesCode1
KG-GPT: A General Framework for Reasoning on Knowledge Graphs Using Large Language ModelsCode1
EX-FEVER: A Dataset for Multi-hop Explainable Fact VerificationCode1
Towards LLM-based Fact Verification on News Claims with a Hierarchical Step-by-Step Prompting MethodCode1
FactKG: Fact Verification via Reasoning on Knowledge GraphsCode1
Decker: Double Check with Heterogeneous Knowledge for Commonsense Fact VerificationCode1
Factify 2: A Multimodal Fake News and Satire News DatasetCode1
COVID-VTS: Fact Extraction and Verification on Short Video PlatformsCode1
Team Triple-Check at Factify 2: Parameter-Efficient Large Foundation Models with Feature Representations for Multi-Modal Fact VerificationCode1
Optimization Techniques for Unsupervised Complex Table Reasoning via Self-Training FrameworkCode1
AdaptKeyBERT: An Attention-Based approach towards Few-Shot & Zero-Shot Domain Adaptation of KeyBERTCode1
PASTA: Table-Operations Aware Fact Verification via Sentence-Table Cloze Pre-trainingCode1
ReasTAP: Injecting Table Reasoning Skills During Pre-training via Synthetic Reasoning ExamplesCode1
Large Language Models are few(1)-shot Table ReasonersCode1
Re2G: Retrieve, Rerank, GenerateCode1
Paragraph-based Transformer Pre-training for Multi-Sentence InferenceCode1
GERE: Generative Evidence Retrieval for Fact VerificationCode1
Synthetic Disinformation Attacks on Automated Fact Verification SystemsCode1
Decorrelate Irrelevant, Purify Relevant: Overcome Textual Spurious Correlations from a Feature PerspectiveCode1
Team Yao at Factify 2022: Utilizing Pre-trained Models and Co-attention Networks for Multi-Modal Fact VerificationCode1
Evidentiality-guided Generation for Knowledge-Intensive NLP TasksCode1
CREAK: A Dataset for Commonsense Reasoning over Entity KnowledgeCode1
ProoFVer: Natural Logic Theorem Proving for Fact VerificationCode1
FaVIQ: FAct Verification from Information-seeking QuestionsCode1
FEVEROUS: Fact Extraction and VERification Over Unstructured and Structured informationCode1
Evidence-based Factual Error CorrectionCode1
Zero-shot Fact Verification by Claim GenerationCode1
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All datasetsKILT: FEVERFEVERDanFEVER

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Re2GKILT-AC78.53—Unverified
2intersectKILT-AC71.28—Unverified
3WikipediaKILT-AC65.68—Unverified
4KGIKILT-AC64.41—Unverified
5Multitask DPR + BARTKILT-AC63.94—Unverified
6BERT + DPRKILT-AC58.58—Unverified
7RAGKILT-AC53.45—Unverified
8BART + DPRKILT-AC47.68—Unverified
9NSMNKILT-AC41.88—Unverified
10ElefPavKILT-AC0—Unverified
#ModelMetricClaimedVerifiedStatus
1ProoFVer-SBAccuracy79.47—Unverified
2DREAMAccuracy76.85—Unverified
3RoBERTa-Base Joint MSPP FlexibleAccuracy75.36—Unverified
4RoBERTa-Base Joint MSPPAccuracy74.39—Unverified
5KGATAccuracy74.1—Unverified
6RAGAccuracy72.5—Unverified
7GEARAccuracy71.6—Unverified
#ModelMetricClaimedVerifiedStatus
1DanFEVER XLM-RoBERTa LargeF10.9—Unverified