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 26–50 of 216 papers

TitleStatusHype
LOREN: Logic-Regularized Reasoning for Interpretable Fact VerificationCode1
KG-GPT: A General Framework for Reasoning on Knowledge Graphs Using Large Language ModelsCode1
HIPPO: Enhancing the Table Understanding Capability of Large Language Models through Hybrid-Modal Preference OptimizationCode1
KILT: a Benchmark for Knowledge Intensive Language TasksCode1
Paragraph-based Transformer Pre-training for Multi-Sentence InferenceCode1
GEAR: Graph-based Evidence Aggregating and Reasoning for Fact VerificationCode1
Decker: Double Check with Heterogeneous Knowledge for Commonsense Fact VerificationCode1
Evidence-based Factual Error CorrectionCode1
GERE: Generative Evidence Retrieval for Fact VerificationCode1
Decorrelate Irrelevant, Purify Relevant: Overcome Textual Spurious Correlations from a Feature PerspectiveCode1
Factual Confidence of LLMs: on Reliability and Robustness of Current EstimatorsCode1
FaVIQ: FAct Verification from Information-seeking QuestionsCode1
FEVEROUS: Fact Extraction and VERification Over Unstructured and Structured informationCode1
A Paragraph-level Multi-task Learning Model for Scientific Fact-VerificationCode1
Hierarchical Multi-head Attentive Network for Evidence-aware Fake News DetectionCode1
Attribute First, then Generate: Locally-attributable Grounded Text GenerationCode1
H-STAR: LLM-driven Hybrid SQL-Text Adaptive Reasoning on TablesCode1
AdaptKeyBERT: An Attention-Based approach towards Few-Shot & Zero-Shot Domain Adaptation of KeyBERTCode1
COVID-VTS: Fact Extraction and Verification on Short Video PlatformsCode1
Factify 2: A Multimodal Fake News and Satire News DatasetCode1
CHECKWHY: Causal Fact Verification via Argument StructureCode1
ChartCheck: Explainable Fact-Checking over Real-World Chart ImagesCode1
FactKG: Fact Verification via Reasoning on Knowledge GraphsCode1
Get Your Vitamin C! Robust Fact Verification with Contrastive EvidenceCode1
PASTA: Table-Operations Aware Fact Verification via Sentence-Table Cloze Pre-trainingCode1
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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
10T5-baseKILT-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