| Map&Make: Schema Guided Text to Table Generation | May 29, 2025 | HallucinationInformation Retrieval | —Unverified | 0 |
| 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 |
| Active Layer-Contrastive Decoding Reduces Hallucination in Large Language Model Generation | May 29, 2025 | Decision MakingHallucination | —Unverified | 0 |
| Reinforcement Learning for Better Verbalized Confidence in Long-Form Generation | May 29, 2025 | FormHallucination | —Unverified | 0 |
| Are Reasoning Models More Prone to Hallucination? | May 29, 2025 | Hallucination | —Unverified | 0 |
| Qwen Look Again: Guiding Vision-Language Reasoning Models to Re-attention Visual Information | May 29, 2025 | Hallucination | CodeCode Available | 0 |
| SkewRoute: Training-Free LLM Routing for Knowledge Graph Retrieval-Augmented Generation via Score Skewness of Retrieved Context | May 28, 2025 | HallucinationRAG | —Unverified | 0 |
| Evaluation Hallucination in Multi-Round Incomplete Information Lateral-Driven Reasoning Tasks | May 28, 2025 | Hallucination | —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 |
| keepitsimple at SemEval-2025 Task 3: LLM-Uncertainty based Approach for Multilingual Hallucination Span Detection | May 23, 2025 | HallucinationLanguage Modeling | CodeCode Available | 0 |
| More Thinking, Less Seeing? Assessing Amplified Hallucination in Multimodal Reasoning Models | May 23, 2025 | DiagnosticHallucination | —Unverified | 0 |
| Teaching with Lies: Curriculum DPO on Synthetic Negatives for Hallucination Detection | May 23, 2025 | Fact CheckingHallucination | —Unverified | 0 |
| Locate-then-Merge: Neuron-Level Parameter Fusion for Mitigating Catastrophic Forgetting in Multimodal LLMs | May 22, 2025 | Hallucination | —Unverified | 0 |
| UNCLE: Uncertainty Expressions in Long-Form Generation | May 22, 2025 | 4kForm | —Unverified | 0 |
| Walk&Retrieve: Simple Yet Effective Zero-shot Retrieval-Augmented Generation via Knowledge Graph Walks | May 22, 2025 | HallucinationRAG | CodeCode Available | 0 |
| LLM-Powered Agents for Navigating Venice's Historical Cadastre | May 22, 2025 | HallucinationNatural Language Queries | —Unverified | 0 |
| Steering LVLMs via Sparse Autoencoder for Hallucination Mitigation | May 22, 2025 | HallucinationImage Captioning | —Unverified | 0 |
| Chain-of-Thought Poisoning Attacks against R1-based Retrieval-Augmented Generation Systems | May 22, 2025 | Adversarial AttackHallucination | —Unverified | 0 |
| Seeing Far and Clearly: Mitigating Hallucinations in MLLMs with Attention Causal Decoding | May 22, 2025 | Causal InferenceHallucination | —Unverified | 0 |
| Shadows in the Attention: Contextual Perturbation and Representation Drift in the Dynamics of Hallucination in LLMs | May 22, 2025 | HallucinationTruthfulQA | —Unverified | 0 |
| Hallucinate at the Last in Long Response Generation: A Case Study on Long Document Summarization | May 21, 2025 | Document SummarizationHallucination | —Unverified | 0 |
| NEXT-EVAL: Next Evaluation of Traditional and LLM Web Data Record Extraction | May 21, 2025 | BenchmarkingHallucination | —Unverified | 0 |
| Multilingual Prompting for Improving LLM Generation Diversity | May 21, 2025 | DiversityHallucination | —Unverified | 0 |
| KaFT: Knowledge-aware Fine-tuning for Boosting LLMs' Domain-specific Question-Answering Performance | May 21, 2025 | HallucinationQuestion Answering | —Unverified | 0 |
| HCRMP: A LLM-Hinted Contextual Reinforcement Learning Framework for Autonomous Driving | May 21, 2025 | Autonomous DrivingHallucination | —Unverified | 0 |
| RePPL: Recalibrating Perplexity by Uncertainty in Semantic Propagation and Language Generation for Explainable QA Hallucination Detection | May 21, 2025 | HallucinationText Generation | —Unverified | 0 |
| Aug2Search: Enhancing Facebook Marketplace Search with LLM-Generated Synthetic Data Augmentation | May 21, 2025 | Data AugmentationDiversity | —Unverified | 0 |
| OViP: Online Vision-Language Preference Learning | May 21, 2025 | Hallucination | —Unverified | 0 |
| Visual Instruction Bottleneck Tuning | May 20, 2025 | HallucinationObject Hallucination | —Unverified | 0 |
| MultiHal: Multilingual Dataset for Knowledge-Graph Grounded Evaluation of LLM Hallucinations | May 20, 2025 | Fact CheckingHallucination | CodeCode Available | 0 |
| Toward Reliable Biomedical Hypothesis Generation: Evaluating Truthfulness and Hallucination in Large Language Models | May 20, 2025 | Hallucinationscientific discovery | CodeCode Available | 0 |
| Multimodal RAG-driven Anomaly Detection and Classification in Laser Powder Bed Fusion using Large Language Models | May 20, 2025 | Anomaly DetectionDescriptive | —Unverified | 0 |
| Legal Rule Induction: Towards Generalizable Principle Discovery from Analogous Judicial Precedents | May 20, 2025 | Hallucination | —Unverified | 0 |
| Reinforcing Question Answering Agents with Minimalist Policy Gradient Optimization | May 20, 2025 | HallucinationIn-Context Learning | —Unverified | 0 |
| The Hallucination Tax of Reinforcement Finetuning | May 20, 2025 | HallucinationMath | —Unverified | 0 |
| Foundations of Unknown-aware Machine Learning | May 20, 2025 | Hallucination | —Unverified | 0 |
| Plane Geometry Problem Solving with Multi-modal Reasoning: A Survey | May 20, 2025 | DecoderGeometry Problem Solving | —Unverified | 0 |