SOTAVerified

Fact Verification

Fact verification, also called "fact checking", is a process of verifying facts in natural text against a database of facts.

Papers

Showing 8190 of 216 papers

TitleStatusHype
KG-GPT: A General Framework for Reasoning on Knowledge Graphs Using Large Language ModelsCode1
Self-RAG: Learning to Retrieve, Generate, and Critique through Self-ReflectionCode4
EX-FEVER: A Dataset for Multi-hop Explainable Fact VerificationCode1
From Nuisance to News Sense: Augmenting the News with Cross-Document Evidence and ContextCode0
Towards LLM-based Fact Verification on News Claims with a Hierarchical Step-by-Step Prompting MethodCode1
Unsupervised Pretraining for Fact Verification by Language Model DistillationCode0
Investigating Zero- and Few-shot Generalization in Fact VerificationCode0
Structural Self-Supervised Objectives for TransformersCode0
Findings of Factify 2: Multimodal Fake News Detection0
Heuristic Heterogeneous Graph Reasoning Networks for Fact VerificationCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Re2GKILT-AC78.53Unverified
2intersectKILT-AC71.28Unverified
3WikipediaKILT-AC65.68Unverified
4KGIKILT-AC64.41Unverified
5Multitask DPR + BARTKILT-AC63.94Unverified
6BERT + DPRKILT-AC58.58Unverified
7RAGKILT-AC53.45Unverified
8BART + DPRKILT-AC47.68Unverified
9NSMNKILT-AC41.88Unverified
10T5-baseKILT-AC0Unverified
#ModelMetricClaimedVerifiedStatus
1ProoFVer-SBAccuracy79.47Unverified
2DREAMAccuracy76.85Unverified
3RoBERTa-Base Joint MSPP FlexibleAccuracy75.36Unverified
4RoBERTa-Base Joint MSPPAccuracy74.39Unverified
5KGATAccuracy74.1Unverified
6RAGAccuracy72.5Unverified
7GEARAccuracy71.6Unverified
#ModelMetricClaimedVerifiedStatus
1DanFEVER XLM-RoBERTa LargeF10.9Unverified