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 1–10 of 216 papers

TitleStatusHype
DS@GT at CheckThat! 2025: Evaluating Context and Tokenization Strategies for Numerical Fact VerificationCode0
Verifying the Verifiers: Unveiling Pitfalls and Potentials in Fact VerifiersCode1
ClimateViz: A Benchmark for Statistical Reasoning and Fact Verification on Scientific ChartsCode0
Reasoning-Table: Exploring Reinforcement Learning for Table ReasoningCode2
Table-R1: Inference-Time Scaling for Table ReasoningCode1
Improving the fact-checking performance of language models by relying on their entailment ability—0
Hypothetical Documents or Knowledge Leakage? Rethinking LLM-based Query Expansion—0
Reasoning Court: Combining Reasoning, Action, and Judgment for Multi-Hop Reasoning—0
Synthetic News Generation for Fake News Classification—0
Poly-FEVER: A Multilingual Fact Verification Benchmark for Hallucination Detection in Large Language Models—0
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All datasetsKILT: FEVERFEVERDanFEVER

Benchmark Results

#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