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 91100 of 216 papers

TitleStatusHype
Learning to Verify Summary Facts with Fine-Grained LLM FeedbackCode0
MCQG-SRefine: Multiple Choice Question Generation and Evaluation with Iterative Self-Critique, Correction, and Comparison FeedbackCode0
From Nuisance to News Sense: Augmenting the News with Cross-Document Evidence and ContextCode0
From Relevance to Utility: Evidence Retrieval with Feedback for Fact VerificationCode0
FactGenius: Combining Zero-Shot Prompting and Fuzzy Relation Mining to Improve Fact Verification with Knowledge GraphsCode0
Combining Fact Extraction and Verification with Neural Semantic Matching NetworksCode0
Coarse-to-Fine Memory Matching for Joint Retrieval and ClassificationCode0
FaaF: Facts as a Function for the evaluation of generated textCode0
Language Models Hallucinate, but May Excel at Fact VerificationCode0
Investigating Zero- and Few-shot Generalization in 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