| Medical Hallucinations in Foundation Models and Their Impact on Healthcare | Feb 26, 2025 | BenchmarkingHallucination | CodeCode Available | 2 | 5 |
| MeMemo: On-device Retrieval Augmentation for Private and Personalized Text Generation | Jul 2, 2024 | HallucinationRAG | CodeCode Available | 2 | 5 |
| Mitigating Object Hallucinations in Large Vision-Language Models through Visual Contrastive Decoding | Nov 28, 2023 | HallucinationObject | CodeCode Available | 2 | 5 |
| Mitigating Object Hallucinations in Large Vision-Language Models with Assembly of Global and Local Attention | Jan 1, 2025 | HallucinationResponse Generation | CodeCode Available | 2 | 5 |
| Knowledge Graph-Guided Retrieval Augmented Generation | Feb 8, 2025 | DiversityHallucination | CodeCode Available | 2 | 5 |
| MLLM can see? Dynamic Correction Decoding for Hallucination Mitigation | Oct 15, 2024 | HallucinationLanguage Modeling | CodeCode Available | 2 | 5 |
| Less is More: Mitigating Multimodal Hallucination from an EOS Decision Perspective | Feb 22, 2024 | HallucinationSentence | CodeCode Available | 2 | 5 |
| Dynamic Parametric Retrieval Augmented Generation for Test-time Knowledge Enhancement | Mar 31, 2025 | HallucinationRAG | CodeCode Available | 2 | 5 |
| DiscoSG: Towards Discourse-Level Text Scene Graph Parsing through Iterative Graph Refinement | Jun 18, 2025 | Graph GenerationHallucination | 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 |
| DyFo: A Training-Free Dynamic Focus Visual Search for Enhancing LMMs in Fine-Grained Visual Understanding | Apr 21, 2025 | Hallucination | CodeCode Available | 2 | 5 |
| Enabling Large Language Models to Generate Text with Citations | May 24, 2023 | HallucinationRetrieval | CodeCode Available | 2 | 5 |
| One-for-More: Continual Diffusion Model for Anomaly Detection | Feb 27, 2025 | Anomaly Detectioncontinual anomaly detection | CodeCode Available | 2 | 5 |
| MLAgentBench: Evaluating Language Agents on Machine Learning Experimentation | Oct 5, 2023 | BenchmarkingDecision Making | CodeCode Available | 2 | 5 |
| Interleaving Retrieval with Chain-of-Thought Reasoning for Knowledge-Intensive Multi-Step Questions | Dec 20, 2022 | HallucinationQuestion Answering | CodeCode Available | 2 | 5 |
| KnowHalu: Hallucination Detection via Multi-Form Knowledge Based Factual Checking | Apr 3, 2024 | Fact CheckingForm | CodeCode Available | 2 | 5 |
| HaluEval: A Large-Scale Hallucination Evaluation Benchmark for Large Language Models | May 19, 2023 | HallucinationHallucination Evaluation | CodeCode Available | 2 | 5 |
| Aligning Modalities in Vision Large Language Models via Preference Fine-tuning | Feb 18, 2024 | HallucinationInstruction Following | CodeCode Available | 2 | 5 |
| Mitigating Hallucination in Large Multi-Modal Models via Robust Instruction Tuning | Jun 26, 2023 | HallucinationVisual Question Answering | CodeCode Available | 2 | 5 |
| HalOmi: A Manually Annotated Benchmark for Multilingual Hallucination and Omission Detection in Machine Translation | May 19, 2023 | HallucinationMachine Translation | 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 |
| HALC: Object Hallucination Reduction via Adaptive Focal-Contrast Decoding | Mar 1, 2024 | HallucinationObject | CodeCode Available | 2 | 5 |
| VHM: Versatile and Honest Vision Language Model for Remote Sensing Image Analysis | Mar 29, 2024 | HallucinationImage Captioning | CodeCode Available | 2 | 5 |
| Automatically Correcting Large Language Models: Surveying the landscape of diverse self-correction strategies | Aug 6, 2023 | Hallucination | CodeCode Available | 2 | 5 |
| HallusionBench: An Advanced Diagnostic Suite for Entangled Language Hallucination and Visual Illusion in Large Vision-Language Models | Oct 23, 2023 | DiagnosticHallucination | CodeCode Available | 2 | 5 |