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 21–30 of 216 papers

TitleStatusHype
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
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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