| Mitigating Hallucinations in Large Vision-Language Models by Adaptively Constraining Information Flow | Feb 28, 2025 | HallucinationObject | CodeCode Available | 1 |
| ProAPO: Progressively Automatic Prompt Optimization for Visual Classification | Feb 27, 2025 | ClassificationHallucination | CodeCode Available | 1 |
| Hallucination Detection in LLMs Using Spectral Features of Attention Maps | Feb 24, 2025 | Hallucination | CodeCode Available | 1 |
| LLM-QE: Improving Query Expansion by Aligning Large Language Models with Ranking Preferences | Feb 24, 2025 | HallucinationInformation Retrieval | CodeCode Available | 1 |
| R2-KG: General-Purpose Dual-Agent Framework for Reliable Reasoning on Knowledge Graphs | Feb 18, 2025 | HallucinationKnowledge Graphs | CodeCode Available | 1 |
| Large Language Models for Multi-Robot Systems: A Survey | Feb 6, 2025 | Action GenerationBenchmarking | CodeCode Available | 1 |
| DAMO: Data- and Model-aware Alignment of Multi-modal LLMs | Feb 4, 2025 | Hallucination | CodeCode Available | 1 |
| PAINT: Paying Attention to INformed Tokens to Mitigate Hallucination in Large Vision-Language Model | Jan 21, 2025 | HallucinationImage Captioning | CodeCode Available | 1 |
| ChartInsighter: An Approach for Mitigating Hallucination in Time-series Chart Summary Generation with A Benchmark Dataset | Jan 16, 2025 | HallucinationSentence | CodeCode Available | 1 |
| Knowledge Graph-based Retrieval-Augmented Generation for Schema Matching | Jan 15, 2025 | HallucinationKnowledge Graphs | CodeCode Available | 1 |
| Multimodal LLMs Can Reason about Aesthetics in Zero-Shot | Jan 15, 2025 | BenchmarkingHallucination | CodeCode Available | 1 |
| VASparse: Towards Efficient Visual Hallucination Mitigation for Large Vision-Language Model via Visual-Aware Sparsification | Jan 11, 2025 | HallucinationLanguage Modeling | CodeCode Available | 1 |
| ECBench: Can Multi-modal Foundation Models Understand the Egocentric World? A Holistic Embodied Cognition Benchmark | Jan 9, 2025 | FairnessHallucination | CodeCode Available | 1 |
| Mitigating Hallucination for Large Vision Language Model by Inter-Modality Correlation Calibration Decoding | Jan 3, 2025 | HallucinationLanguage Modeling | CodeCode Available | 1 |
| VASparse: Towards Efficient Visual Hallucination Mitigation via Visual-Aware Token Sparsification | Jan 1, 2025 | Hallucination | CodeCode Available | 1 |
| Octopus: Alleviating Hallucination via Dynamic Contrastive Decoding | Jan 1, 2025 | 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 |
| Extract Free Dense Misalignment from CLIP | Dec 24, 2024 | HallucinationImage Generation | CodeCode Available | 1 |
| Filter-then-Generate: Large Language Models with Structure-Text Adapter for Knowledge Graph Completion | Dec 12, 2024 | HallucinationKnowledge Graph Completion | CodeCode Available | 1 |
| Can LLMs be Good Graph Judge for Knowledge Graph Construction? | Nov 26, 2024 | Denoisinggraph construction | CodeCode Available | 1 |
| VidHal: Benchmarking Temporal Hallucinations in Vision LLMs | Nov 25, 2024 | BenchmarkingHallucination | CodeCode Available | 1 |
| AtomR: Atomic Operator-Empowered Large Language Models for Heterogeneous Knowledge Reasoning | Nov 25, 2024 | HallucinationQuestion Answering | CodeCode Available | 1 |
| VaLiD: Mitigating the Hallucination of Large Vision Language Models by Visual Layer Fusion Contrastive Decoding | Nov 24, 2024 | HallucinationLanguage Modeling | CodeCode Available | 1 |
| Thinking Before Looking: Improving Multimodal LLM Reasoning via Mitigating Visual Hallucination | Nov 15, 2024 | HallucinationMultimodal Reasoning | CodeCode Available | 1 |
| AssistRAG: Boosting the Potential of Large Language Models with an Intelligent Information Assistant | Nov 11, 2024 | Decision MakingHallucination | CodeCode Available | 1 |