| Preemptive Hallucination Reduction: An Input-Level Approach for Multimodal Language Model | May 29, 2025 | HallucinationLanguage Modeling | —Unverified | 0 |
| Data-efficient Meta-models for Evaluation of Context-based Questions and Answers in LLMs | May 29, 2025 | Dimensionality ReductionHallucination | —Unverified | 0 |
| Map&Make: Schema Guided Text to Table Generation | May 29, 2025 | HallucinationInformation Retrieval | —Unverified | 0 |
| Active Layer-Contrastive Decoding Reduces Hallucination in Large Language Model Generation | May 29, 2025 | Decision MakingHallucination | —Unverified | 0 |
| Qwen Look Again: Guiding Vision-Language Reasoning Models to Re-attention Visual Information | May 29, 2025 | Hallucination | CodeCode Available | 0 |
| MMBoundary: Advancing MLLM Knowledge Boundary Awareness through Reasoning Step Confidence Calibration | May 29, 2025 | HallucinationMultimodal Reasoning | CodeCode Available | 0 |
| Are Reasoning Models More Prone to Hallucination? | May 29, 2025 | Hallucination | —Unverified | 0 |
| Evaluation Hallucination in Multi-Round Incomplete Information Lateral-Driven Reasoning Tasks | May 28, 2025 | Hallucination | —Unverified | 0 |
| SkewRoute: Training-Free LLM Routing for Knowledge Graph Retrieval-Augmented Generation via Score Skewness of Retrieved Context | May 28, 2025 | HallucinationRAG | —Unverified | 0 |
| Mitigating Hallucination in Large Vision-Language Models via Adaptive Attention Calibration | May 27, 2025 | HallucinationVisual Grounding | —Unverified | 0 |
| A Lightweight Multi-Expert Generative Language Model System for Engineering Information and Knowledge Extraction | May 27, 2025 | Domain AdaptationHallucination | —Unverified | 0 |
| Grounding Language with Vision: A Conditional Mutual Information Calibrated Decoding Strategy for Reducing Hallucinations in LVLMs | May 26, 2025 | Hallucination | —Unverified | 0 |
| Uncertainty-Aware Attention Heads: Efficient Unsupervised Uncertainty Quantification for LLMs | May 26, 2025 | HallucinationQuestion Answering | —Unverified | 0 |
| Retrieval Visual Contrastive Decoding to Mitigate Object Hallucinations in Large Vision-Language Models | May 26, 2025 | HallucinationObject Hallucination | CodeCode Available | 0 |
| Attention! You Vision Language Model Could Be Maliciously Manipulated | May 26, 2025 | Decision MakingHallucination | —Unverified | 0 |
| Causal-LLaVA: Causal Disentanglement for Mitigating Hallucination in Multimodal Large Language Models | May 26, 2025 | DisentanglementHallucination | CodeCode Available | 0 |
| Error Typing for Smarter Rewards: Improving Process Reward Models with Error-Aware Hierarchical Supervision | May 26, 2025 | HallucinationMath | CodeCode Available | 0 |
| Enhancing Visual Reliance in Text Generation: A Bayesian Perspective on Mitigating Hallucination in Large Vision-Language Models | May 26, 2025 | HallucinationMME | —Unverified | 0 |
| LLLMs: A Data-Driven Survey of Evolving Research on Limitations of Large Language Models | May 25, 2025 | Hallucinationknowledge editing | —Unverified | 0 |
| GUARDIAN: Safeguarding LLM Multi-Agent Collaborations with Temporal Graph Modeling | May 25, 2025 | DecoderHallucination | —Unverified | 0 |
| CCHall: A Novel Benchmark for Joint Cross-Lingual and Cross-Modal Hallucinations Detection in Large Language Models | May 25, 2025 | Hallucination | CodeCode Available | 0 |
| MedScore: Factuality Evaluation of Free-Form Medical Answers | May 24, 2025 | FormHallucination | CodeCode Available | 0 |
| Teaching with Lies: Curriculum DPO on Synthetic Negatives for Hallucination Detection | May 23, 2025 | Fact CheckingHallucination | —Unverified | 0 |
| More Thinking, Less Seeing? Assessing Amplified Hallucination in Multimodal Reasoning Models | May 23, 2025 | DiagnosticHallucination | —Unverified | 0 |
| keepitsimple at SemEval-2025 Task 3: LLM-Uncertainty based Approach for Multilingual Hallucination Span Detection | May 23, 2025 | HallucinationLanguage Modeling | CodeCode Available | 0 |