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hallucination detection

473 papers

Papers

Luna: A Lightweight Evaluation Model to Catch Language Model Hallucinations with High Accuracy and Low Cost COLING 2025 MAC-Tuning: LLM Multi-Compositional Problem Reasoning with Enhanced Knowledge Boundary Awareness EMNLP 2025 Make VLM Recognize Visual Hallucination on Cartoon Character Image with Pose Information WACV 2025 MALTO at SemEval-2025 Task 3: Detecting Hallucinations in LLMs via Uncertainty Quantification and Larger Model Validation SemEval 2025 MedHallu: A Comprehensive Benchmark for Detecting Medical Hallucinations in Large Language Models EMNLP 2025 MHALO: Evaluating MLLMs as Fine-grained Hallucination Detectors ACL 2025 MlingConf: A Comprehensive Study of Multilingual Confidence Estimation on Large Language Models ACL 2025 MSA at SemEval-2025 Task 3: High Quality Weak Labeling and LLM Ensemble Verification for Multilingual Hallucination Detection SemEval 2025 Natural Language Inference Fine-tuning 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 SemEval 2025 NLP_CIMAT at SemEval-2025 Task 3: Just Ask GPT or look Inside. A prompt and Neural Networks Approach to Hallucination Detection SemEval 2025 ODE: Open-Set Evaluation of Hallucinations in Multimodal Large Language Models CVPR 2025 OLMoTrace: Tracing Language Model Outputs Back to Trillions of Training Tokens ACL 2025 On A Scale From 1 to 5: Quantifying Hallucination in Faithfulness Evaluation NAACL 2025 Overview of the Fifth Workshop on Scholarly Document Processing ACL 2025 Overview of the SciHal25 Shared Task on Hallucination Detection for Scientific Content ACL 2025 PhD: A ChatGPT-Prompted Visual Hallucination Evaluation Dataset CVPR 2025 Pierce the Mists, Greet the Sky: Decipher Knowledge Overshadowing via Knowledge Circuit Analysis EMNLP 2025 Prompt-Guided Internal States for Hallucination Detection of Large Language Models ACL 2025 Pruning Weights but Not Truth: Safeguarding Truthfulness While Pruning LLMs EMNLP 2025 RaDIO: Real-Time Hallucination Detection with Contextual Index Optimized Query Formulation for Dynamic Retrieval Augmented Generation AAAI 2025 RAGEval: Scenario Specific RAG Evaluation Dataset Generation Framework ACL 2025 RaggedyFive at SemEval-2025 Task 3: Hallucination Span Detection Using Unverifiable Answer Detection SemEval 2025 Reconsidering LLM Uncertainty Estimation Methods in the Wild ACL 2025 ReDeEP: Detecting Hallucination in Retrieval-Augmented Generation via Mechanistic Interpretability ICLR 2025