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 2130 of 216 papers

TitleStatusHype
Hierarchical Multi-head Attentive Network for Evidence-aware Fake News DetectionCode1
ChartCheck: Explainable Fact-Checking over Real-World Chart ImagesCode1
AdaptKeyBERT: An Attention-Based approach towards Few-Shot & Zero-Shot Domain Adaptation of KeyBERTCode1
Explain and Predict, and then Predict AgainCode1
FactKG: Fact Verification via Reasoning on Knowledge GraphsCode1
Factual Confidence of LLMs: on Reliability and Robustness of Current EstimatorsCode1
Assessing the Limitations of Large Language Models in Clinical Fact DecompositionCode1
FEVEROUS: Fact Extraction and VERification Over Unstructured and Structured informationCode1
Evidence-based Factual Error CorrectionCode1
A Paragraph-level Multi-task Learning Model for Scientific Fact-VerificationCode1
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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