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Fact Checking

Papers

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Showing 1–50 of 669 papers

TitleStatusHype
MiniCheck: Efficient Fact-Checking of LLMs on Grounding DocumentsCode7
Semantic Operators: A Declarative Model for Rich, AI-based Data ProcessingCode5
Loki: An Open-Source Tool for Fact VerificationCode5
Don't Ignore Dual Logic Ability of LLMs while Privatizing: A Data-Intensive Analysis in Medical DomainCode4
Medical Graph RAG: Towards Safe Medical Large Language Model via Graph Retrieval-Augmented GenerationCode4
Verdict: A Library for Scaling Judge-Time ComputeCode3
Scaling Language Models: Methods, Analysis & Insights from Training GopherCode2
SemViQA: A Semantic Question Answering System for Vietnamese Information Fact-CheckingCode2
ChartGemma: Visual Instruction-tuning for Chart Reasoning in the WildCode2
The KEEN Universe: An Ecosystem for Knowledge Graph Embeddings with a Focus on Reproducibility and TransferabilityCode2
OpenFactCheck: Building, Benchmarking Customized Fact-Checking Systems and Evaluating the Factuality of Claims and LLMsCode2
SelfCheckGPT: Zero-Resource Black-Box Hallucination Detection for Generative Large Language ModelsCode2
KnowHalu: Hallucination Detection via Multi-Form Knowledge Based Factual CheckingCode2
Atlas: Few-shot Learning with Retrieval Augmented Language ModelsCode2
SGPT: GPT Sentence Embeddings for Semantic SearchCode2
BEIR: A Heterogenous Benchmark for Zero-shot Evaluation of Information Retrieval ModelsCode2
RETA-LLM: A Retrieval-Augmented Large Language Model ToolkitCode2
Search Arena: Analyzing Search-Augmented LLMsCode2
Multimodal Automated Fact-Checking: A SurveyCode2
FacTool: Factuality Detection in Generative AI -- A Tool Augmented Framework for Multi-Task and Multi-Domain ScenariosCode2
Claim Check-Worthiness Detection as Positive Unlabelled LearningCode1
FACT-AUDIT: An Adaptive Multi-Agent Framework for Dynamic Fact-Checking Evaluation of Large Language ModelsCode1
Factify 2: A Multimodal Fake News and Satire News DatasetCode1
Evidence-based Factual Error CorrectionCode1
Evidence-based Fact-Checking of Health-related ClaimsCode1
AmbiFC: Fact-Checking Ambiguous Claims with EvidenceCode1
Evaluating Entity Disambiguation and the Role of Popularity in Retrieval-Based NLPCode1
Explainable Automated Fact-Checking for Public Health ClaimsCode1
Factcheck-Bench: Fine-Grained Evaluation Benchmark for Automatic Fact-checkersCode1
Fact-Checking Complex Claims with Program-Guided ReasoningCode1
Ask to Know More: Generating Counterfactual Explanations for Fake ClaimsCode1
Editing Factual Knowledge in Language ModelsCode1
Evaluating the Factual Consistency of Abstractive Text SummarizationCode1
Explainable Automated Fact-Checking: A SurveyCode1
DialFact: A Benchmark for Fact-Checking in DialogueCode1
Detecting Deepfakes Without Seeing AnyCode1
DirectQuote: A Dataset for Direct Quotation Extraction and Attribution in News ArticlesCode1
CONCRETE: Improving Cross-lingual Fact-checking with Cross-lingual RetrievalCode1
COVID-VTS: Fact Extraction and Verification on Short Video PlatformsCode1
An Enhanced Fake News Detection System With Fuzzy Deep LearningCode1
Fact-checking information from large language models can decrease headline discernmentCode1
COVE: COntext and VEracity prediction for out-of-context imagesCode1
Cross-lingual COVID-19 Fake News DetectionCode1
DEFAME: Dynamic Evidence-based FAct-checking with Multimodal ExpertsCode1
AraCOVID19-MFH: Arabic COVID-19 Multi-label Fake News and Hate Speech Detection DatasetCode1
Article Reranking by Memory-Enhanced Key Sentence Matching for Detecting Previously Fact-Checked ClaimsCode1
Complex Claim Verification with Evidence Retrieved in the WildCode1
A Survey on Automated Fact-CheckingCode1
End-to-End Multimodal Fact-Checking and Explanation Generation: A Challenging Dataset and ModelsCode1
CREAK: A Dataset for Commonsense Reasoning over Entity KnowledgeCode1
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All datasetsSciFact (BEIR)CLIMATE-FEVER (BEIR)FEVER (BEIR)AVeriTeC.CDCDLIAR2

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1monoT5-3BnDCG@100.78—Unverified
2SGPT-BE-5.8BnDCG@100.75—Unverified
3BM25+CEnDCG@100.69—Unverified
4SGPT-CE-6.1BnDCG@100.68—Unverified
5ColBERTnDCG@100.67—Unverified
#ModelMetricClaimedVerifiedStatus
1SGPT-BE-5.8BnDCG@100.31—Unverified
2monoT5-3BnDCG@100.28—Unverified
3BM25+CEnDCG@100.25—Unverified
4SGPT-CE-6.1BnDCG@100.16—Unverified
#ModelMetricClaimedVerifiedStatus
1monoT5-3BnDCG@100.85—Unverified
2BM25+CEnDCG@100.82—Unverified
3SGPT-BE-5.8BnDCG@100.78—Unverified
4SGPT-CE-6.1BnDCG@100.73—Unverified
#ModelMetricClaimedVerifiedStatus
1HerOQuestion Only score0.48—Unverified
2CTU AICQuestion Only score0.46—Unverified
3InFactQuestion Only score0.45—Unverified
#ModelMetricClaimedVerifiedStatus
1Abc0..5sec2—Unverified
#ModelMetricClaimedVerifiedStatus
1MA-CINPrecision0.26—Unverified
#ModelMetricClaimedVerifiedStatus
1FDHNAccuracy (Test)0.7—Unverified