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 151–175 of 216 papers

TitleStatusHype
Poly-FEVER: A Multilingual Fact Verification Benchmark for Hallucination Detection in Large Language Models—0
Deductive Closure Training of Language Models for Coherence, Accuracy, and Updatability—0
What Makes Medical Claims (Un)Verifiable? Analyzing Entity and Relation Properties for Fact Verification—0
Augmenting the Veracity and Explanations of Complex Fact Checking via Iterative Self-Revision with LLMs—0
Dataset of Fake News Detection and Fact Verification: A Survey—0
AMREx: AMR for Explainable Fact Verification—0
QED: A fact verification system for the FEVER shared task—0
Data-Efficient Autoregressive Document Retrieval for Fact Verification—0
Data and Model Distillation as a Solution for Domain-transferable Fact Verification—0
Adapting Open Domain Fact Extraction and Verification to COVID-FACT through In-Domain Language Modeling—0
Reasoning Court: Combining Reasoning, Action, and Judgment for Multi-Hop Reasoning—0
Reasoning Over Semantic-Level Graph for Fact Checking—0
ConTFV: A Contrastive Learning Framework for Table-based Fact Verification—0
Constrained Fact Verification for FEVER—0
xLP: Explainable Link Prediction for Master Data Management—0
Retrieval Augmented Fact Verification by Synthesizing Contrastive Arguments—0
Consistent Multi-Granular Rationale Extraction for Explainable Multi-hop Fact Verification—0
Connecting the Dots Between Fact Verification and Fake News Detection—0
Scalable and Domain-General Abstractive Proposition Segmentation—0
Scalable Knowledge Graph Construction from Text Collections—0
CMQCIC-Bench: A Chinese Benchmark for Evaluating Large Language Models in Medical Quality Control Indicator Calculation—0
SemEval-2021 Task 9: Fact Verification and Evidence Finding for Tabular Data in Scientific Documents (SEM-TAB-FACTS)—0
Claim Verification in the Age of Large Language Models: A Survey—0
AttentiveChecker: A Bi-Directional Attention Flow Mechanism for Fact Verification—0
SISER: Semantic-Infused Selective Graph Reasoning for Fact Verification—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
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