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fact verification

253 papers

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Also known as

AFC FEVEROUS FV FEVER

Co-occurring keywords

large language model (12755) evidence retrieval (229) natural language inference (1278) claim verification (199) hallucination detection (505) information retrieval (1493) retrieval-augmented generation (1459) table understanding (130) question answering (2904) text classification (6776)

Papers

SciBERT Meets Contrastive Learning: A Solution for Scientific Hallucination Detection ACL 2025
NCL-UoR at SemEval-2025 Task 3: Detecting Multilingual Hallucination and Related Observable Overgeneration Text Spans with Modified RefChecker and Modified SeflCheckGPT ACL 2025
uir-cis at SemEval-2025 Task 3: Detection of Hallucinations in Generated Text ACL 2025
Advacheck at SemEval-2025 Task 3: Combining NER and RAG to Spot Hallucinations in LLM Answers ACL 2025
Overview of the SciHal25 Shared Task on Hallucination Detection for Scientific Content ACL 2025
TUM-MiKaNi at SemEval-2025 Task 3: Towards Multilingual and Knowledge-Aware Non-factual Hallucination Identification SEMEVAL 2025
SciHallu: A Multi-Granularity Hallucination Detection Dataset for Scientific Writing IJCNLP 2025
Detecting Corpus-Level Knowledge Inconsistencies in Wikipedia with Large Language Models EMNLP 2025
TSVer: A Benchmark for Fact Verification Against Time-Series Evidence EMNLP 2025
GQC: LLM-Based Grouped QA Consolidation for Open-Domain Fact Verification at AVeriTeC ACL 2025
Learning to Verify Summary Facts with Fine-Grained LLM Feedback COLING 2025
TART: An Open-Source Tool-Augmented Framework for Explainable Table-based Reasoning NAACL 2025
MRR-FV: Unlocking Complex Fact Verification with Multi-Hop Retrieval and Reasoning AAAI 2025
On Reference (In-)Determinacy in Natural Language Inference NAACL 2025
TUM-MiKaNi at SemEval-2025 Task 3: Towards Multilingual and Knowledge-Aware Non-factual Hallucination Identification ACL 2025
Minimal Evidence Group Identification for Claim Verification NAACL 2025
NCL-AR at SemEval-2025 Task 7: A Sieve Filtering Approach to Refute the Misinformation within Harmful Social Media Posts SEMEVAL 2025
M2-TabFact: Multi-Document Multi-Modal Fact Verification with Visual and Textual Representations of Tabular Data ACL 2025
VeReaFine: Iterative Verification Reasoning Refinement RAG for Hallucination-Resistant on Open-Ended Clinical QA ACL 2025
(Fact) Check Your Bias ACL 2025
MolErr2Fix: Benchmarking LLM Trustworthiness in Chemistry via Modular Error Detection, Localization, Explanation, and Correction EMNLP 2025
ClimateViz: A Benchmark for Statistical Reasoning and Fact Verification on Scientific Charts EMNLP 2025
TruthTorchLM: A Comprehensive Library for Predicting Truthfulness in LLM Outputs EMNLP 2025
Enhancing Multi-Hop Fact Verification with Structured Knowledge-Augmented Large Language Models AAAI 2025
FunghiFunghi at SemEval-2025 Task 3: Mu-SHROOM, the Multilingual Shared-task on Hallucinations and Related Observable Overgeneration Mistakes SEMEVAL 2025