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 171180 of 216 papers

TitleStatusHype
Converge to the Truth: Factual Error Correction via Iterative Constrained EditingCode0
Elastic weight consolidation for better bias inoculationCode0
Combining Fact Extraction and Verification with Neural Semantic Matching NetworksCode0
End-to-End Bias Mitigation by Modelling Biases in CorporaCode0
AttesTable at SemEval-2021 Task 9: Extending Statement Verification with Tables for Unknown Class, and Semantic Evidence FindingCode0
Step-by-Step Fact Verification System for Medical Claims with Explainable ReasoningCode0
A Little Human Data Goes A Long WayCode0
Unsupervised Pretraining for Fact Verification by Language Model DistillationCode0
Structural Self-Supervised Objectives for TransformersCode0
XFEVER: Exploring Fact Verification across LanguagesCode0
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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
10ElefPavKILT-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