| Retrieval Head Mechanistically Explains Long-Context Factuality | Apr 24, 2024 | Continual PretrainingHallucination | CodeCode Available | 3 |
| View Selection for 3D Captioning via Diffusion Ranking | Apr 11, 2024 | 3D Object CaptioningHallucination | CodeCode Available | 3 |
| Agent-FLAN: Designing Data and Methods of Effective Agent Tuning for Large Language Models | Mar 19, 2024 | Hallucination | CodeCode Available | 3 |
| RAT: Retrieval Augmented Thoughts Elicit Context-Aware Reasoning in Long-Horizon Generation | Mar 8, 2024 | Code GenerationHallucination | CodeCode Available | 3 |
| KnowAgent: Knowledge-Augmented Planning for LLM-Based Agents | Mar 5, 2024 | HallucinationSelf-Learning | CodeCode Available | 3 |
| EventRL: Enhancing Event Extraction with Outcome Supervision for Large Language Models | Feb 18, 2024 | Event ExtractionHallucination | CodeCode Available | 3 |
| LLMDFA: Analyzing Dataflow in Code with Large Language Models | Feb 16, 2024 | Hallucination | CodeCode Available | 3 |
| PoisonedRAG: Knowledge Corruption Attacks to Retrieval-Augmented Generation of Large Language Models | Feb 12, 2024 | Answer GenerationHallucination | CodeCode Available | 3 |
| ResumeFlow: An LLM-facilitated Pipeline for Personalized Resume Generation and Refinement | Feb 9, 2024 | HallucinationLanguage Modelling | CodeCode Available | 3 |
| PokeLLMon: A Human-Parity Agent for Pokemon Battles with Large Language Models | Feb 2, 2024 | Action GenerationDecision Making | CodeCode Available | 3 |
| When Large Language Models Meet Vector Databases: A Survey | Jan 30, 2024 | HallucinationInformation Retrieval | CodeCode Available | 3 |
| Evaluating Hallucinations in Chinese Large Language Models | Oct 5, 2023 | HallucinationQuestion Answering | CodeCode Available | 3 |
| Siren's Song in the AI Ocean: A Survey on Hallucination in Large Language Models | Sep 3, 2023 | HallucinationWorld Knowledge | CodeCode Available | 3 |
| WikiChat: Stopping the Hallucination of Large Language Model Chatbots by Few-Shot Grounding on Wikipedia | May 23, 2023 | ChatbotHallucination | CodeCode Available | 3 |
| Towards An End-to-End Framework for Flow-Guided Video Inpainting | Apr 6, 2022 | HallucinationOptical Flow Estimation | CodeCode Available | 3 |
| PULSE: Self-Supervised Photo Upsampling via Latent Space Exploration of Generative Models | Mar 8, 2020 | Face HallucinationHallucination | CodeCode Available | 3 |
| DiscoSG: Towards Discourse-Level Text Scene Graph Parsing through Iterative Graph Refinement | Jun 18, 2025 | Graph GenerationHallucination | CodeCode Available | 2 |
| FinMME: Benchmark Dataset for Financial Multi-Modal Reasoning Evaluation | May 30, 2025 | Hallucination | CodeCode Available | 2 |
| Omni-R1: Reinforcement Learning for Omnimodal Reasoning via Two-System Collaboration | May 26, 2025 | Domain GeneralizationHallucination | CodeCode Available | 2 |
| DyFo: A Training-Free Dynamic Focus Visual Search for Enhancing LMMs in Fine-Grained Visual Understanding | Apr 21, 2025 | Hallucination | CodeCode Available | 2 |
| Generate, but Verify: Reducing Hallucination in Vision-Language Models with Retrospective Resampling | Apr 17, 2025 | Hallucination | CodeCode Available | 2 |
| Dynamic Parametric Retrieval Augmented Generation for Test-time Knowledge Enhancement | Mar 31, 2025 | HallucinationRAG | CodeCode Available | 2 |
| RARE: Retrieval-Augmented Reasoning Modeling | Mar 30, 2025 | HallucinationMemorization | CodeCode Available | 2 |
| ClearSight: Visual Signal Enhancement for Object Hallucination Mitigation in Multimodal Large language Models | Mar 17, 2025 | Computational EfficiencyHallucination | CodeCode Available | 2 |
| WMNav: Integrating Vision-Language Models into World Models for Object Goal Navigation | Mar 4, 2025 | Hallucination | CodeCode Available | 2 |
| One-for-More: Continual Diffusion Model for Anomaly Detection | Feb 27, 2025 | Anomaly Detectioncontinual anomaly detection | CodeCode Available | 2 |
| Medical Hallucinations in Foundation Models and Their Impact on Healthcare | Feb 26, 2025 | BenchmarkingHallucination | CodeCode Available | 2 |
| PIP-KAG: Mitigating Knowledge Conflicts in Knowledge-Augmented Generation via Parametric Pruning | Feb 21, 2025 | Hallucination | CodeCode Available | 2 |
| Unveiling the Magic of Code Reasoning through Hypothesis Decomposition and Amendment | Feb 17, 2025 | HallucinationLogical Reasoning | CodeCode Available | 2 |
| Knowledge Graph-Guided Retrieval Augmented Generation | Feb 8, 2025 | DiversityHallucination | CodeCode Available | 2 |
| The Hidden Life of Tokens: Reducing Hallucination of Large Vision-Language Models via Visual Information Steering | Feb 5, 2025 | Hallucination | CodeCode Available | 2 |
| CHiP: Cross-modal Hierarchical Direct Preference Optimization for Multimodal LLMs | Jan 28, 2025 | Hallucination | CodeCode Available | 2 |
| Fast Think-on-Graph: Wider, Deeper and Faster Reasoning of Large Language Model on Knowledge Graph | Jan 24, 2025 | Community DetectionHallucination | CodeCode Available | 2 |
| Mitigating Hallucinations in Large Vision-Language Models via DPO: On-Policy Data Hold the Key | Jan 16, 2025 | 16kHallucination | CodeCode Available | 2 |
| Mitigating Object Hallucinations in Large Vision-Language Models with Assembly of Global and Local Attention | Jan 1, 2025 | HallucinationResponse Generation | CodeCode Available | 2 |
| Emma-X: An Embodied Multimodal Action Model with Grounded Chain of Thought and Look-ahead Spatial Reasoning | Dec 16, 2024 | HallucinationRobot Manipulation | CodeCode Available | 2 |
| Granite Guardian | Dec 10, 2024 | HallucinationLanguage Modeling | CodeCode Available | 2 |
| 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 |
| V-DPO: Mitigating Hallucination in Large Vision Language Models via Vision-Guided Direct Preference Optimization | Nov 5, 2024 | HallucinationLanguage Modeling | CodeCode Available | 2 |
| TimeSuite: Improving MLLMs for Long Video Understanding via Grounded Tuning | Oct 25, 2024 | EgoSchemaHallucination | CodeCode Available | 2 |
| Mitigating Object Hallucination via Concentric Causal Attention | Oct 21, 2024 | HallucinationObject | CodeCode Available | 2 |
| Reducing Hallucinations in Vision-Language Models via Latent Space Steering | Oct 21, 2024 | Hallucination | CodeCode Available | 2 |
| MLLM can see? Dynamic Correction Decoding for Hallucination Mitigation | Oct 15, 2024 | HallucinationLanguage Modeling | CodeCode Available | 2 |
| VideoAgent: Self-Improving Video Generation | Oct 14, 2024 | HallucinationVideo Generation | CodeCode Available | 2 |
| ReFIR: Grounding Large Restoration Models with Retrieval Augmentation | Oct 8, 2024 | HallucinationImage Restoration | CodeCode Available | 2 |
| Mitigating Modality Prior-Induced Hallucinations in Multimodal Large Language Models via Deciphering Attention Causality | Oct 7, 2024 | Causal Inferencecounterfactual | CodeCode Available | 2 |
| Differential Transformer | Oct 7, 2024 | HallucinationIn-Context Learning | CodeCode Available | 2 |
| Look Twice Before You Answer: Memory-Space Visual Retracing for Hallucination Mitigation in Multimodal Large Language Models | Oct 4, 2024 | DecoderHallucination | CodeCode Available | 2 |
| FaithEval: Can Your Language Model Stay Faithful to Context, Even If "The Moon is Made of Marshmallows" | Sep 30, 2024 | counterfactualHallucination | CodeCode Available | 2 |
| SSL: A Self-similarity Loss for Improving Generative Image Super-resolution | Aug 11, 2024 | HallucinationImage Super-Resolution | CodeCode Available | 2 |