| In-Context Sharpness as Alerts: An Inner Representation Perspective for Hallucination Mitigation | Mar 3, 2024 | HallucinationTruthfulQA | CodeCode Available | 2 | 5 |
| InstructGraph: Boosting Large Language Models via Graph-centric Instruction Tuning and Preference Alignment | Feb 13, 2024 | Hallucination | CodeCode Available | 2 | 5 |
| DeliLaw: A Chinese Legal Counselling System Based on a Large Language Model | Aug 1, 2024 | ArticlesHallucination | CodeCode Available | 2 | 5 |
| A Survey on Hallucination in Large Language Models: Principles, Taxonomy, Challenges, and Open Questions | Nov 9, 2023 | HallucinationInformation Retrieval | CodeCode Available | 2 | 5 |
| Emma-X: An Embodied Multimodal Action Model with Grounded Chain of Thought and Look-ahead Spatial Reasoning | Dec 16, 2024 | HallucinationRobot Manipulation | CodeCode Available | 2 | 5 |
| MQAG: Multiple-choice Question Answering and Generation for Assessing Information Consistency in Summarization | Jan 28, 2023 | HallucinationMultiple-choice | CodeCode Available | 2 | 5 |
| Multimodal Needle in a Haystack: Benchmarking Long-Context Capability of Multimodal Large Language Models | Jun 17, 2024 | Benchmarking | CodeCode Available | 2 | 5 |
| Granite Guardian | Dec 10, 2024 | HallucinationLanguage Modeling | CodeCode Available | 2 | 5 |
| Image Textualization: An Automatic Framework for Creating Accurate and Detailed Image Descriptions | Jun 11, 2024 | HallucinationImage Description | CodeCode Available | 2 | 5 |
| KnowHalu: Hallucination Detection via Multi-Form Knowledge Based Factual Checking | Apr 3, 2024 | Fact CheckingForm | CodeCode Available | 2 | 5 |
| Look Twice Before You Answer: Memory-Space Visual Retracing for Hallucination Mitigation in Multimodal Large Language Models | Oct 4, 2024 | DecoderHallucination | CodeCode Available | 2 | 5 |
| Unveiling the Magic of Code Reasoning through Hypothesis Decomposition and Amendment | Feb 17, 2025 | HallucinationLogical Reasoning | CodeCode Available | 2 | 5 |
| FaithEval: Can Your Language Model Stay Faithful to Context, Even If "The Moon is Made of Marshmallows" | Sep 30, 2024 | counterfactualHallucination | CodeCode Available | 2 | 5 |
| High-resolution Face Swapping via Latent Semantics Disentanglement | Mar 30, 2022 | DisentanglementFace Swapping | CodeCode Available | 1 | 5 |
| Holistic Analysis of Hallucination in GPT-4V(ision): Bias and Interference Challenges | Nov 6, 2023 | Hallucination | CodeCode Available | 1 | 5 |
| EDFace-Celeb-1M: Benchmarking Face Hallucination with a Million-scale Dataset | Oct 11, 2021 | BenchmarkingFace Hallucination | CodeCode Available | 1 | 5 |
| Harnessing GPT-4V(ision) for Insurance: A Preliminary Exploration | Apr 15, 2024 | Hallucination | CodeCode Available | 1 | 5 |
| Harnessing Large Language Models for Knowledge Graph Question Answering via Adaptive Multi-Aspect Retrieval-Augmentation | Dec 24, 2024 | Graph Question AnsweringHallucination | CodeCode Available | 1 | 5 |
| How Language Model Hallucinations Can Snowball | May 22, 2023 | HallucinationLanguage Modeling | CodeCode Available | 1 | 5 |
| Antidote: A Unified Framework for Mitigating LVLM Hallucinations in Counterfactual Presupposition and Object Perception | Apr 29, 2025 | counterfactualHallucination | CodeCode Available | 1 | 5 |
| Adversarial Feature Hallucination Networks for Few-Shot Learning | Mar 30, 2020 | Data AugmentationDiversity | CodeCode Available | 1 | 5 |
| ECBench: Can Multi-modal Foundation Models Understand the Egocentric World? A Holistic Embodied Cognition Benchmark | Jan 9, 2025 | FairnessHallucination | CodeCode Available | 1 | 5 |
| Efficient Dynamic Clustering-Based Document Compression for Retrieval-Augmented-Generation | Apr 4, 2025 | ClusteringHallucination | CodeCode Available | 1 | 5 |
| How well can a large language model explain business processes as perceived by users? | Jan 23, 2024 | HallucinationLanguage Modeling | CodeCode Available | 1 | 5 |
| AMBER: An LLM-free Multi-dimensional Benchmark for MLLMs Hallucination Evaluation | Nov 13, 2023 | AttributeHallucination | CodeCode Available | 1 | 5 |
| Advancing TTP Analysis: Harnessing the Power of Large Language Models with Retrieval Augmented Generation | Dec 30, 2023 | DecoderHallucination | CodeCode Available | 1 | 5 |
| 3D Sketch-aware Semantic Scene Completion via Semi-supervised Structure Prior | Mar 31, 2020 | 3D Semantic Scene Completion3D Semantic Scene Completion from a single RGB image | CodeCode Available | 1 | 5 |
| DomainRAG: A Chinese Benchmark for Evaluating Domain-specific Retrieval-Augmented Generation | Jun 9, 2024 | Common Sense ReasoningDenoising | CodeCode Available | 1 | 5 |
| Hallucination-Aware Multimodal Benchmark for Gastrointestinal Image Analysis with Large Vision-Language Models | May 11, 2025 | DescriptiveDiagnostic | CodeCode Available | 1 | 5 |
| EFUF: Efficient Fine-grained Unlearning Framework for Mitigating Hallucinations in Multimodal Large Language Models | Feb 15, 2024 | HallucinationObject Hallucination | CodeCode Available | 1 | 5 |
| Hallucination Detection in LLMs Using Spectral Features of Attention Maps | Feb 24, 2025 | Hallucination | CodeCode Available | 1 | 5 |
| Doc2Query--: When Less is More | Jan 9, 2023 | HallucinationRetrieval | CodeCode Available | 1 | 5 |
| ADeLA: Automatic Dense Labeling with Attention for Viewpoint Adaptation in Semantic Segmentation | Jul 29, 2021 | Domain AdaptationHallucination | CodeCode Available | 1 | 5 |
| HaloQuest: A Visual Hallucination Dataset for Advancing Multimodal Reasoning | Jul 22, 2024 | BenchmarkingHallucination | CodeCode Available | 1 | 5 |
| DiffFuSR: Super-Resolution of all Sentinel-2 Multispectral Bands using Diffusion Models | Jun 13, 2025 | AllHallucination | CodeCode Available | 1 | 5 |
| An Empirical Study on Parameter-Efficient Fine-Tuning for MultiModal Large Language Models | Jun 7, 2024 | Hallucinationparameter-efficient fine-tuning | CodeCode Available | 1 | 5 |
| HallE-Control: Controlling Object Hallucination in Large Multimodal Models | Oct 3, 2023 | AttributeDecoder | CodeCode Available | 1 | 5 |
| HalluciDoctor: Mitigating Hallucinatory Toxicity in Visual Instruction Data | Nov 22, 2023 | Attributecounterfactual | CodeCode Available | 1 | 5 |
| Analyzing LLMs' Knowledge Boundary Cognition Across Languages Through the Lens of Internal Representations | Apr 18, 2025 | Hallucination | CodeCode Available | 1 | 5 |
| DiaHalu: A Dialogue-level Hallucination Evaluation Benchmark for Large Language Models | Mar 1, 2024 | HallucinationHallucination Evaluation | CodeCode Available | 1 | 5 |
| A Data-Centric Approach To Generate Faithful and High Quality Patient Summaries with Large Language Models | Feb 23, 2024 | Hallucination | CodeCode Available | 1 | 5 |
| Analyzing and Mitigating Object Hallucination in Large Vision-Language Models | Oct 1, 2023 | HallucinationHallucination Evaluation | CodeCode Available | 1 | 5 |
| Detecting Machine-Generated Texts by Multi-Population Aware Optimization for Maximum Mean Discrepancy | Feb 25, 2024 | HallucinationSentence | CodeCode Available | 1 | 5 |
| Hallucinated Neural Radiance Fields in the Wild | Nov 30, 2021 | HallucinationNeRF | CodeCode Available | 1 | 5 |
| Detecting and Preventing Hallucinations in Large Vision Language Models | Aug 11, 2023 | 16kHallucination | CodeCode Available | 1 | 5 |
| Detecting and Mitigating Hallucination in Large Vision Language Models via Fine-Grained AI Feedback | Apr 22, 2024 | AttributeHallucination | CodeCode Available | 1 | 5 |
| Grounded Chain-of-Thought for Multimodal Large Language Models | Mar 17, 2025 | HallucinationSpatial Reasoning | CodeCode Available | 1 | 5 |
| Phare: A Safety Probe for Large Language Models | May 16, 2025 | DiagnosticHallucination | CodeCode Available | 1 | 5 |
| A Multitask, Multilingual, Multimodal Evaluation of ChatGPT on Reasoning, Hallucination, and Interactivity | Feb 8, 2023 | Code GenerationHallucination | CodeCode Available | 1 | 5 |
| BAMBOO: A Comprehensive Benchmark for Evaluating Long Text Modeling Capacities of Large Language Models | Sep 23, 2023 | Code CompletionHallucination | CodeCode Available | 1 | 5 |
