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 151–200 of 216 papers

TitleStatusHype
Dual-Channel Evidence Fusion for Fact Verification over Texts and Tables—0
Automatic True/False Question Generation for Educational Purpose—0
GPTs at Factify 2022: Prompt Aided Fact-Verification—0
Approximate Conditional Coverage & Calibration via Neural Model Approximations—0
ClaimDiff: Comparing and Contrasting Claims on Contentious IssuesCode0
Learning to Generate Programs for Table Fact Verification via Structure-Aware Semantic ParsingCode0
Table-based Fact Verification with Self-adaptive Mixture of ExpertsCode0
DP-KB: Data Programming with Knowledge Bases Improves Transformer Fine Tuning for Answer Sentence Selection—0
CsFEVER and CTKFacts: Acquiring Czech data for fact verificationCode0
Investigating Zero- and Few-shot Generalization in Fact Verification—0
Evidentiality-guided Generation for Knowledge-Intensive NLP Tasks—0
Paragraph-based Transformer Pretraining for Multi-Sentence Inference—0
Logically at Factify 2022: Multimodal Fact Verification—0
Global Responses to the COVID-19 Pandemic: A Case Study of Spatiotemporal Evidence Finding and Verification—0
ConTFV: A Contrastive Learning Framework for Table-based Fact Verification—0
Evidence Decomposition Graph Network for Fact Verification—0
Table-based Fact Verification with Self-adaptive Mixture of Experts—0
Uncertainty Calibration for Ensemble-Based Debiasing Methods—0
Dataset of Fake News Detection and Fact Verification: A Survey—0
Modeling Entity Knowledge for Fact Verification—0
Students Who Study Together Learn Better: On the Importance of Collective Knowledge Distillation for Domain Transfer in Fact Verification—0
Verdict Inference with Claim and Retrieved Elements Using RoBERTa—0
CrossAug: A Contrastive Data Augmentation Method for Debiasing Fact Verification ModelsCode0
Exploring Decomposition for Table-based Fact VerificationCode0
Logic-level Evidence Retrieval and Graph-based Verification Network for Table-based Fact VerificationCode0
Table-based Fact Verification with Salience-aware LearningCode0
KaushikAcharya at SemEval-2021 Task 9: Candidate Generation for Fact Verification over TablesCode0
A DQN-based Approach to Finding Precise Evidences for Fact VerificationCode0
BreakingBERT@IITK at SemEval-2021 Task 9: Statement Verification and Evidence Finding with Tables—0
BOUN at SemEval-2021 Task 9: Text Augmentation Techniques for Fact Verification in Tabular Data—0
AttesTable at SemEval-2021 Task 9: Extending Statement Verification with Tables for Unknown Class, and Semantic Evidence FindingCode0
Exploring Listwise Evidence Reasoning with T5 for Fact Verification—0
Topic-Aware Evidence Reasoning and Stance-Aware Aggregation for Fact VerificationCode0
How Robust are Fact Checking Systems on Colloquial Claims?—0
Data and Model Distillation as a Solution for Domain-transferable Fact Verification—0
SemEval-2021 Task 9: Fact Verification and Evidence Finding for Tabular Data in Scientific Documents (SEM-TAB-FACTS)—0
DanFEVER: claim verification dataset for DanishCode0
BreakingBERT@IITK at SemEval-2021 Task 9 : Statement Verification and Evidence Finding with TablesCode0
Structural Encoding and Pre-training Matter: Adapting BERT for Table-Based Fact Verification—0
FiD-Ex: Improving Sequence-to-Sequence Models for Extractive Rationale Generation—0
Multilingual Evidence Retrieval and Fact Verification to Combat Global Disinformation: The Power of PolyglotismCode0
Learn to Combine Linguistic and Symbolic Information for Table-based Fact Verification—0
Coarse-to-Fine Memory Matching for Joint Retrieval and ClassificationCode0
HoVer: A Dataset for Many-Hop Fact Extraction And Claim Verification—0
Adapting Open Domain Fact Extraction and Verification to COVID-FACT through In-Domain Language Modeling—0
Table Fact Verification with Structure-Aware Transformer—0
Constrained Fact Verification for FEVER—0
Connecting the Dots Between Fact Verification and Fake News Detection—0
Program Enhanced Fact Verification with Verbalization and Graph Attention NetworkCode0
Distilling the Evidence to Augment Fact Verification Models—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