| R3-RAG: Learning Step-by-Step Reasoning and Retrieval for LLMs via Reinforcement Learning | May 26, 2025 | HallucinationRAG | CodeCode Available | 1 |
| Removal of Hallucination on Hallucination: Debate-Augmented RAG | May 24, 2025 | HallucinationRAG | CodeCode Available | 1 |
| Mitigating Hallucinations in Vision-Language Models through Image-Guided Head Suppression | May 22, 2025 | HallucinationImage Description | CodeCode Available | 1 |
| Know Or Not: a library for evaluating out-of-knowledge base robustness | May 19, 2025 | HallucinationRAG | CodeCode Available | 1 |
| Phare: A Safety Probe for Large Language Models | May 16, 2025 | DiagnosticHallucination | CodeCode Available | 1 |
| Finetune-RAG: Fine-Tuning Language Models to Resist Hallucination in Retrieval-Augmented Generation | May 16, 2025 | HallucinationRAG | CodeCode Available | 1 |
| A Head to Predict and a Head to Question: Pre-trained Uncertainty Quantification Heads for Hallucination Detection in LLM Outputs | May 13, 2025 | HallucinationUncertainty Quantification | CodeCode Available | 1 |
| Hallucination-Aware Multimodal Benchmark for Gastrointestinal Image Analysis with Large Vision-Language Models | May 11, 2025 | DescriptiveDiagnostic | CodeCode Available | 1 |
| Benchmarking LLM Faithfulness in RAG with Evolving Leaderboards | May 7, 2025 | BenchmarkingHallucination | CodeCode Available | 1 |
| Invoke Interfaces Only When Needed: Adaptive Invocation for Large Language Models in Question Answering | May 5, 2025 | HallucinationQuestion Answering | CodeCode Available | 1 |
| VideoHallu: Evaluating and Mitigating Multi-modal Hallucinations on Synthetic Video Understanding | May 2, 2025 | Anomaly DetectionCommon Sense Reasoning | CodeCode Available | 1 |
| Antidote: A Unified Framework for Mitigating LVLM Hallucinations in Counterfactual Presupposition and Object Perception | Apr 29, 2025 | counterfactualHallucination | CodeCode Available | 1 |
| Analyzing LLMs' Knowledge Boundary Cognition Across Languages Through the Lens of Internal Representations | Apr 18, 2025 | Hallucination | CodeCode Available | 1 |
| VistaDPO: Video Hierarchical Spatial-Temporal Direct Preference Optimization for Large Video Models | Apr 17, 2025 | HallucinationVideo Understanding | CodeCode Available | 1 |
| EmbodiedAgent: A Scalable Hierarchical Approach to Overcome Practical Challenge in Multi-Robot Control | Apr 14, 2025 | Hallucination | CodeCode Available | 1 |
| The Mirage of Performance Gains: Why Contrastive Decoding Fails to Address Multimodal Hallucination | Apr 14, 2025 | Hallucination | CodeCode Available | 1 |
| Efficient Dynamic Clustering-Based Document Compression for Retrieval-Augmented-Generation | Apr 4, 2025 | ClusteringHallucination | CodeCode Available | 1 |
| Exploring Hallucination of Large Multimodal Models in Video Understanding: Benchmark, Analysis and Mitigation | Mar 25, 2025 | HallucinationHallucination Evaluation | CodeCode Available | 1 |
| LRSCLIP: A Vision-Language Foundation Model for Aligning Remote Sensing Image with Longer Text | Mar 25, 2025 | Cross-Modal RetrievalHallucination | CodeCode Available | 1 |
| CAFe: Unifying Representation and Generation with Contrastive-Autoregressive Finetuning | Mar 25, 2025 | HallucinationLanguage Modeling | CodeCode Available | 1 |
| GeoBenchX: Benchmarking LLMs for Multistep Geospatial Tasks | Mar 23, 2025 | BenchmarkingHallucination | CodeCode Available | 1 |
| ProDehaze: Prompting Diffusion Models Toward Faithful Image Dehazing | Mar 21, 2025 | HallucinationImage Dehazing | CodeCode Available | 1 |
| Grounded Chain-of-Thought for Multimodal Large Language Models | Mar 17, 2025 | HallucinationSpatial Reasoning | CodeCode Available | 1 |
| TruthPrInt: Mitigating LVLM Object Hallucination Via Latent Truthful-Guided Pre-Intervention | Mar 13, 2025 | HallucinationObject Hallucination | CodeCode Available | 1 |
| Towards General Visual-Linguistic Face Forgery Detection(V2) | Feb 28, 2025 | HallucinationLanguage Modeling | CodeCode Available | 1 |
