| Knowledge Verification to Nip Hallucination in the Bud | Jan 19, 2024 | HallucinationWorld Knowledge | CodeCode Available | 1 |
| The Dawn After the Dark: An Empirical Study on Factuality Hallucination in Large Language Models | Jan 6, 2024 | Hallucination | CodeCode Available | 1 |
| DCR-Consistency: Divide-Conquer-Reasoning for Consistency Evaluation and Improvement of Large Language Models | Jan 4, 2024 | HallucinationSentence | CodeCode Available | 1 |
| Advancing TTP Analysis: Harnessing the Power of Large Language Models with Retrieval Augmented Generation | Dec 30, 2023 | DecoderHallucination | CodeCode Available | 1 |
| Alleviating Hallucinations of Large Language Models through Induced Hallucinations | Dec 25, 2023 | HallucinationHallucination Evaluation | CodeCode Available | 1 |
| Context-aware Decoding Reduces Hallucination in Query-focused Summarization | Dec 21, 2023 | HallucinationLanguage Modelling | CodeCode Available | 1 |
| On Early Detection of Hallucinations in Factual Question Answering | Dec 19, 2023 | HallucinationOpen-Ended Question Answering | CodeCode Available | 1 |
| "Knowing When You Don't Know": A Multilingual Relevance Assessment Dataset for Robust Retrieval-Augmented Generation | Dec 18, 2023 | HallucinationLanguage Modelling | CodeCode Available | 1 |
| Hallucination Augmented Contrastive Learning for Multimodal Large Language Model | Dec 12, 2023 | Contrastive LearningHallucination | CodeCode Available | 1 |
| Towards Enhanced Image Inpainting: Mitigating Unwanted Object Insertion and Preserving Color Consistency | Dec 8, 2023 | DecoderHallucination | CodeCode Available | 1 |
| Mitigating Open-Vocabulary Caption Hallucinations | Dec 6, 2023 | DiversityHallucination | CodeCode Available | 1 |
| Mitigating Fine-Grained Hallucination by Fine-Tuning Large Vision-Language Models with Caption Rewrites | Dec 4, 2023 | HallucinationHallucination Evaluation | CodeCode Available | 1 |
| Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization | Nov 28, 2023 | HallucinationMME | CodeCode Available | 1 |
| UHGEval: Benchmarking the Hallucination of Chinese Large Language Models via Unconstrained Generation | Nov 26, 2023 | BenchmarkingHallucination | CodeCode Available | 1 |
| Enhancing Uncertainty-Based Hallucination Detection with Stronger Focus | Nov 22, 2023 | HallucinationRetrieval | CodeCode Available | 1 |
| HalluciDoctor: Mitigating Hallucinatory Toxicity in Visual Instruction Data | Nov 22, 2023 | Attributecounterfactual | CodeCode Available | 1 |
| R-Tuning: Instructing Large Language Models to Say `I Don't Know' | Nov 16, 2023 | HallucinationSentence | CodeCode Available | 1 |
| Investigating Hallucinations in Pruned Large Language Models for Abstractive Summarization | Nov 15, 2023 | Abstractive Text SummarizationHallucination | CodeCode Available | 1 |
| AMBER: An LLM-free Multi-dimensional Benchmark for MLLMs Hallucination Evaluation | Nov 13, 2023 | AttributeHallucination | CodeCode Available | 1 |
| Volcano: Mitigating Multimodal Hallucination through Self-Feedback Guided Revision | Nov 13, 2023 | HallucinationMM-Vet | CodeCode Available | 1 |
| Finding and Editing Multi-Modal Neurons in Pre-Trained Transformers | Nov 13, 2023 | Hallucinationknowledge editing | CodeCode Available | 1 |
| Holistic Analysis of Hallucination in GPT-4V(ision): Bias and Interference Challenges | Nov 6, 2023 | Hallucination | CodeCode Available | 1 |
| SAC3: Reliable Hallucination Detection in Black-Box Language Models via Semantic-aware Cross-check Consistency | Nov 3, 2023 | HallucinationQuestion Answering | CodeCode Available | 1 |
| CRUSH4SQL: Collective Retrieval Using Schema Hallucination For Text2SQL | Nov 2, 2023 | HallucinationRetrieval | CodeCode Available | 1 |
| Collaborative Large Language Model for Recommender Systems | Nov 2, 2023 | HallucinationLanguage Modeling | CodeCode Available | 1 |
