| Devils in Middle Layers of Large Vision-Language Models: Interpreting, Detecting and Mitigating Object Hallucinations via Attention Lens | Nov 23, 2024 | Hallucination | CodeCode Available | 2 |
| KnowHalu: Hallucination Detection via Multi-Form Knowledge Based Factual Checking | Apr 3, 2024 | Fact CheckingForm | CodeCode Available | 2 |
| In-Context Sharpness as Alerts: An Inner Representation Perspective for Hallucination Mitigation | Mar 3, 2024 | HallucinationTruthfulQA | CodeCode Available | 2 |
| InstructGraph: Boosting Large Language Models via Graph-centric Instruction Tuning and Preference Alignment | Feb 13, 2024 | Hallucination | CodeCode Available | 2 |
| Knowledge Graph-Guided Retrieval Augmented Generation | Feb 8, 2025 | DiversityHallucination | CodeCode Available | 2 |
| Calibrated Self-Rewarding Vision Language Models | May 23, 2024 | HallucinationLanguage Modelling | CodeCode Available | 2 |
| DeliLaw: A Chinese Legal Counselling System Based on a Large Language Model | Aug 1, 2024 | ArticlesHallucination | CodeCode Available | 2 |
| PIP-KAG: Mitigating Knowledge Conflicts in Knowledge-Augmented Generation via Parametric Pruning | Feb 21, 2025 | Hallucination | CodeCode Available | 2 |
| Differential Transformer | Oct 7, 2024 | HallucinationIn-Context Learning | CodeCode Available | 2 |
| MLAgentBench: Evaluating Language Agents on Machine Learning Experimentation | Oct 5, 2023 | BenchmarkingDecision Making | CodeCode Available | 2 |
| Image Textualization: An Automatic Framework for Creating Accurate and Detailed Image Descriptions | Jun 11, 2024 | HallucinationImage Description | CodeCode Available | 2 |
| MeMemo: On-device Retrieval Augmentation for Private and Personalized Text Generation | Jul 2, 2024 | HallucinationRAG | CodeCode Available | 2 |
| VideoAgent: Self-Improving Video Generation | Oct 14, 2024 | HallucinationVideo Generation | CodeCode Available | 2 |
| High-resolution Face Swapping via Latent Semantics Disentanglement | Mar 30, 2022 | DisentanglementFace Swapping | CodeCode Available | 1 |
| Holistic Analysis of Hallucination in GPT-4V(ision): Bias and Interference Challenges | Nov 6, 2023 | Hallucination | CodeCode Available | 1 |
| Harnessing GPT-4V(ision) for Insurance: A Preliminary Exploration | Apr 15, 2024 | Hallucination | CodeCode Available | 1 |
| Harnessing Large Language Models for Knowledge Graph Question Answering via Adaptive Multi-Aspect Retrieval-Augmentation | Dec 24, 2024 | Graph Question AnsweringHallucination | CodeCode Available | 1 |
| How Language Model Hallucinations Can Snowball | May 22, 2023 | HallucinationLanguage Modeling | CodeCode Available | 1 |
| Antidote: A Unified Framework for Mitigating LVLM Hallucinations in Counterfactual Presupposition and Object Perception | Apr 29, 2025 | counterfactualHallucination | CodeCode Available | 1 |
| Adversarial Feature Hallucination Networks for Few-Shot Learning | Mar 30, 2020 | Data AugmentationDiversity | CodeCode Available | 1 |
| Bridging the Data Gap between Training and Inference for Unsupervised Neural Machine Translation | Mar 16, 2022 | HallucinationMachine Translation | CodeCode Available | 1 |
| BTR: Binary Token Representations for Efficient Retrieval Augmented Language Models | Oct 2, 2023 | HallucinationRetrieval | CodeCode Available | 1 |
| HaloQuest: A Visual Hallucination Dataset for Advancing Multimodal Reasoning | Jul 22, 2024 | BenchmarkingHallucination | CodeCode Available | 1 |
| How well can a large language model explain business processes as perceived by users? | Jan 23, 2024 | HallucinationLanguage Modeling | CodeCode Available | 1 |
| AMBER: An LLM-free Multi-dimensional Benchmark for MLLMs Hallucination Evaluation | Nov 13, 2023 | AttributeHallucination | CodeCode Available | 1 |
| Advancing TTP Analysis: Harnessing the Power of Large Language Models with Retrieval Augmented Generation | Dec 30, 2023 | DecoderHallucination | CodeCode Available | 1 |
| Hallucination Detection in LLMs Using Spectral Features of Attention Maps | Feb 24, 2025 | Hallucination | CodeCode Available | 1 |
| 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 |
| Hallucination-Aware Multimodal Benchmark for Gastrointestinal Image Analysis with Large Vision-Language Models | May 11, 2025 | DescriptiveDiagnostic | CodeCode Available | 1 |
| HalluciDoctor: Mitigating Hallucinatory Toxicity in Visual Instruction Data | Nov 22, 2023 | Attributecounterfactual | CodeCode Available | 1 |
| HallE-Control: Controlling Object Hallucination in Large Multimodal Models | Oct 3, 2023 | AttributeDecoder | CodeCode Available | 1 |
| Hallucinated Neural Radiance Fields in the Wild | Nov 30, 2021 | HallucinationNeRF | CodeCode Available | 1 |
| ADeLA: Automatic Dense Labeling with Attention for Viewpoint Adaptation in Semantic Segmentation | Jul 29, 2021 | Domain AdaptationHallucination | CodeCode Available | 1 |
| Hallucination Augmented Contrastive Learning for Multimodal Large Language Model | Dec 12, 2023 | Contrastive LearningHallucination | CodeCode Available | 1 |
| GraphArena: Benchmarking Large Language Models on Graph Computational Problems | Jun 29, 2024 | BenchmarkingHallucination | CodeCode Available | 1 |
| An Empirical Study on Parameter-Efficient Fine-Tuning for MultiModal Large Language Models | Jun 7, 2024 | Hallucinationparameter-efficient fine-tuning | CodeCode Available | 1 |
| Generating Natural Language Proofs with Verifier-Guided Search | May 25, 2022 | Hallucinationvalid | CodeCode Available | 1 |
| Analyzing LLMs' Knowledge Boundary Cognition Across Languages Through the Lens of Internal Representations | Apr 18, 2025 | Hallucination | CodeCode Available | 1 |
| GeoBenchX: Benchmarking LLMs for Multistep Geospatial Tasks | Mar 23, 2025 | BenchmarkingHallucination | CodeCode Available | 1 |
| A Data-Centric Approach To Generate Faithful and High Quality Patient Summaries with Large Language Models | Feb 23, 2024 | Hallucination | CodeCode Available | 1 |
| Analyzing and Mitigating Object Hallucination in Large Vision-Language Models | Oct 1, 2023 | HallucinationHallucination Evaluation | CodeCode Available | 1 |
| FlySearch: Exploring how vision-language models explore | Jun 3, 2025 | HallucinationTask Planning | CodeCode Available | 1 |
| Phare: A Safety Probe for Large Language Models | May 16, 2025 | DiagnosticHallucination | CodeCode Available | 1 |
| Gemini Goes to Med School: Exploring the Capabilities of Multimodal Large Language Models on Medical Challenge Problems & Hallucinations | Feb 10, 2024 | DiagnosticHallucination | CodeCode Available | 1 |
| A Multitask, Multilingual, Multimodal Evaluation of ChatGPT on Reasoning, Hallucination, and Interactivity | Feb 8, 2023 | Code GenerationHallucination | CodeCode Available | 1 |
| BAMBOO: A Comprehensive Benchmark for Evaluating Long Text Modeling Capacities of Large Language Models | Sep 23, 2023 | Code CompletionHallucination | CodeCode Available | 1 |
| Finetune-RAG: Fine-Tuning Language Models to Resist Hallucination in Retrieval-Augmented Generation | May 16, 2025 | HallucinationRAG | CodeCode Available | 1 |
| Balanced Classification: A Unified Framework for Long-Tailed Object Detection | Aug 4, 2023 | HallucinationLong-tailed Object Detection | CodeCode Available | 1 |
| BachGAN: High-Resolution Image Synthesis from Salient Object Layout | Mar 26, 2020 | Generative Adversarial NetworkHallucination | CodeCode Available | 1 |
| FineSurE: Fine-grained Summarization Evaluation using LLMs | Jul 1, 2024 | BenchmarkingHallucination | CodeCode Available | 1 |