Fact-Checking

KG-FPQ: Evaluating Factuality Hallucination in LLMs with Knowledge Graph-based False Premise Questions COLING 2025 K-HALU: Multiple Answer Korean Hallucination Benchmark for Large Language Models ICLR 2025 KyuHyunChoi at SemEval-2025 Task 10: Narrative Extraction Using a Summarization-Specific Pretrained Model SemEval 2025 LAQuer: Localized Attribution Queries in Content-grounded Generation ACL 2025 Large Language Models for Multilingual Previously Fact-Checked Claim Detection EMNLP 2025 LCDS: A Logic-Controlled Discharge Summary Generation System Supporting Source Attribution and Expert Review ACL 2025 LCTeam at SemEval-2025 Task 3: Multilingual Detection of Hallucinations and Overgeneration Mistakes Using XLM-RoBERTa SemEval 2025 LEAF: Learning and Evaluation Augmented by Fact-Checking to Improve Factualness in Large Language Models EMNLP 2025 Learning to Verify Summary Facts with Fine-Grained LLM Feedback COLING 2025 Less Can be More: An Empirical Evaluation of Small and Large Language Models for Sentence-level Claim Detection ACL 2025 LLMForum-RAG: A Multilingual, Multi-domain Framework for Factual Reasoning via Weighted Retrieval and LLM Collaboration IJCNLP 2025 Logical Consistency of Large Language Models in Fact-Checking ICLR 2025 LogiDebrief: A Signal-Temporal Logic Based Automated Debriefing Approach with Large Language Models Integration IJCAI 2025 Loki: An Open-Source Tool for Fact Verification COLING 2025 Long-Form Information Alignment Evaluation Beyond Atomic Facts EMNLP 2025 Low-Entropy Watermark Detection via Bayes’ Rule Derived Detector ACL 2025 M2-TabFact: Multi-Document Multi-Modal Fact Verification with Visual and Textual Representations of Tabular Data ACL 2025 MAFT: Multimodal Automated Fact-Checking via Textualization AAAI 2025 MALTO at SemEval-2025 Task 3: Detecting Hallucinations in LLMs via Uncertainty Quantification and Larger Model Validation SemEval 2025 ManiTweet: A New Benchmark for Identifying Manipulation of News on Social Media COLING 2025 Matter-of-Fact: A Benchmark for Verifying the Feasibility of Literature-Supported Claims in Materials Science EMNLP 2025 MedCite: Can Language Models Generate Verifiable Text for Medicine? ACL 2025 MedFact: A Large-scale Chinese Dataset for Evidence-based Medical Fact-checking of LLM Responses EMNLP 2025 MedHallu: A Comprehensive Benchmark for Detecting Medical Hallucinations in Large Language Models EMNLP 2025 Medical Graph RAG: Evidence-based Medical Large Language Model via Graph Retrieval-Augmented Generation ACL 2025