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
Dataset of Fake News Detection and Fact Verification: A Survey—0
Verdict Inference with Claim and Retrieved Elements Using RoBERTa—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
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
CREAK: A Dataset for Commonsense Reasoning over Entity KnowledgeCode1
ProoFVer: Natural Logic Theorem Proving for Fact VerificationCode1
Exploring Listwise Evidence Reasoning with T5 for Fact Verification—0
A DQN-based Approach to Finding Precise Evidences for Fact VerificationCode0
KaushikAcharya at SemEval-2021 Task 9: Candidate Generation for Fact Verification over TablesCode0
BOUN at SemEval-2021 Task 9: Text Augmentation Techniques for Fact Verification in Tabular Data—0
BreakingBERT@IITK at SemEval-2021 Task 9: Statement Verification and Evidence Finding with Tables—0
AttesTable at SemEval-2021 Task 9: Extending Statement Verification with Tables for Unknown Class, and Semantic Evidence FindingCode0
FaVIQ: FAct Verification from Information-seeking QuestionsCode1
FEVEROUS: Fact Extraction and VERification Over Unstructured and Structured informationCode1
Topic-Aware Evidence Reasoning and Stance-Aware Aggregation for Fact VerificationCode0
Evidence-based Factual Error CorrectionCode1
Data and Model Distillation as a Solution for Domain-transferable Fact Verification—0
How Robust are Fact Checking Systems on Colloquial Claims?—0
Zero-shot Fact Verification by Claim GenerationCode1
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
Get Your Vitamin C! Robust Fact Verification with Contrastive EvidenceCode1
Hierarchical Multi-head Attentive Network for Evidence-aware Fake News DetectionCode1
Explain and Predict, and then Predict AgainCode1
Evidence-based Factual Error CorrectionCode1
FiD-Ex: Improving Sequence-to-Sequence Models for Extractive Rationale Generation—0
A Paragraph-level Multi-task Learning Model for Scientific Fact-VerificationCode1
LOREN: Logic-Regularized Reasoning for Interpretable Fact VerificationCode1
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 VerificationCode0
Adapting Open Domain Fact Extraction and Verification to COVID-FACT through In-Domain Language ModelingCode0
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
Where Are the Facts? Searching for Fact-checked Information to Alleviate the Spread of Fake NewsCode1
Program Enhanced Fact Verification with Verbalization and Graph Attention NetworkCode0
KILT: a Benchmark for Knowledge Intensive Language TasksCode1
Distilling the Evidence to Augment Fact Verification Models—0
Retrieval-Augmented Generation for Knowledge-Intensive NLP TasksCode4
Transformer-XH: Multi-Evidence Reasoning with eXtra Hop AttentionCode1
Elastic weight consolidation for better bias inoculationCode0
Graph Sequential Network for Reasoning over Sequences—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
10T5-baseKILT-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