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
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
10SVM with rbf kernelKILT-AC0—Unverified