| HALC: Object Hallucination Reduction via Adaptive Focal-Contrast Decoding | Mar 1, 2024 | HallucinationObject | CodeCode Available | 2 |
| TruthX: Alleviating Hallucinations by Editing Large Language Models in Truthful Space | Feb 27, 2024 | Contrastive LearningHallucination | CodeCode Available | 2 |
| Less is More: Mitigating Multimodal Hallucination from an EOS Decision Perspective | Feb 22, 2024 | HallucinationSentence | CodeCode Available | 2 |
| Reformatted Alignment | Feb 19, 2024 | GSM8KHallucination | CodeCode Available | 2 |
| Aligning Modalities in Vision Large Language Models via Preference Fine-tuning | Feb 18, 2024 | HallucinationInstruction Following | CodeCode Available | 2 |
| InstructGraph: Boosting Large Language Models via Graph-centric Instruction Tuning and Preference Alignment | Feb 13, 2024 | Hallucination | CodeCode Available | 2 |
| A Survey on Hallucination in Large Vision-Language Models | Feb 1, 2024 | HallucinationSurvey | CodeCode Available | 2 |
| LLaMP: Large Language Model Made Powerful for High-fidelity Materials Knowledge Retrieval and Distillation | Jan 30, 2024 | HallucinationKnowledge Distillation | CodeCode Available | 2 |
| RAGTruth: A Hallucination Corpus for Developing Trustworthy Retrieval-Augmented Language Models | Dec 31, 2023 | HallucinationRAG | CodeCode Available | 2 |
| OPERA: Alleviating Hallucination in Multi-Modal Large Language Models via Over-Trust Penalty and Retrospection-Allocation | Nov 29, 2023 | Hallucination | CodeCode Available | 2 |
| Mitigating Object Hallucinations in Large Vision-Language Models through Visual Contrastive Decoding | Nov 28, 2023 | HallucinationObject | CodeCode Available | 2 |
| A Survey on Hallucination in Large Language Models: Principles, Taxonomy, Challenges, and Open Questions | Nov 9, 2023 | HallucinationInformation Retrieval | CodeCode Available | 2 |
| Woodpecker: Hallucination Correction for Multimodal Large Language Models | Oct 24, 2023 | Hallucination | CodeCode Available | 2 |
| HallusionBench: An Advanced Diagnostic Suite for Entangled Language Hallucination and Visual Illusion in Large Vision-Language Models | Oct 23, 2023 | DiagnosticHallucination | CodeCode Available | 2 |
| From CLIP to DINO: Visual Encoders Shout in Multi-modal Large Language Models | Oct 13, 2023 | HallucinationImage Captioning | CodeCode Available | 2 |
| FreshLLMs: Refreshing Large Language Models with Search Engine Augmentation | Oct 5, 2023 | HallucinationWorld Knowledge | CodeCode Available | 2 |
| MLAgentBench: Evaluating Language Agents on Machine Learning Experimentation | Oct 5, 2023 | BenchmarkingDecision Making | CodeCode Available | 2 |
| MMICL: Empowering Vision-language Model with Multi-Modal In-Context Learning | Sep 14, 2023 | HallucinationIn-Context Learning | CodeCode Available | 2 |
| Benchmarking Large Language Models in Retrieval-Augmented Generation | Sep 4, 2023 | Benchmarkingcounterfactual | CodeCode Available | 2 |
| MindMap: Knowledge Graph Prompting Sparks Graph of Thoughts in Large Language Models | Aug 17, 2023 | Decision MakingHallucination | CodeCode Available | 2 |
| TinyLVLM-eHub: Towards Comprehensive and Efficient Evaluation for Large Vision-Language Models | Aug 7, 2023 | HallucinationObject Hallucination | CodeCode Available | 2 |
| Automatically Correcting Large Language Models: Surveying the landscape of diverse self-correction strategies | Aug 6, 2023 | Hallucination | CodeCode Available | 2 |
| Think-on-Graph: Deep and Responsible Reasoning of Large Language Model on Knowledge Graph | Jul 15, 2023 | HallucinationKnowledge Graphs | CodeCode Available | 2 |
| Mitigating Hallucination in Large Multi-Modal Models via Robust Instruction Tuning | Jun 26, 2023 | HallucinationVisual Question Answering | CodeCode Available | 2 |
| ToolQA: A Dataset for LLM Question Answering with External Tools | Jun 23, 2023 | HallucinationQuestion Answering | CodeCode Available | 2 |