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Hallucination

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Showing 101–125 of 1816 papers

TitleStatusHype
mDPO: Conditional Preference Optimization for Multimodal Large Language ModelsCode2
Medical Hallucinations in Foundation Models and Their Impact on HealthcareCode2
Mitigating Modality Prior-Induced Hallucinations in Multimodal Large Language Models via Deciphering Attention CausalityCode2
Mitigating Object Hallucinations in Large Vision-Language Models through Visual Contrastive DecodingCode2
CHiP: Cross-modal Hierarchical Direct Preference Optimization for Multimodal LLMsCode2
MLLM can see? Dynamic Correction Decoding for Hallucination MitigationCode2
In-Context Sharpness as Alerts: An Inner Representation Perspective for Hallucination MitigationCode2
InstructGraph: Boosting Large Language Models via Graph-centric Instruction Tuning and Preference AlignmentCode2
MQAG: Multiple-choice Question Answering and Generation for Assessing Information Consistency in SummarizationCode2
Image Textualization: An Automatic Framework for Creating Accurate and Detailed Image DescriptionsCode2
Interleaving Retrieval with Chain-of-Thought Reasoning for Knowledge-Intensive Multi-Step QuestionsCode2
Less is More: Mitigating Multimodal Hallucination from an EOS Decision PerspectiveCode2
Enabling Large Language Models to Generate Text with CitationsCode2
Differential TransformerCode2
HallusionBench: An Advanced Diagnostic Suite for Entangled Language Hallucination and Visual Illusion in Large Vision-Language ModelsCode2
HalOmi: A Manually Annotated Benchmark for Multilingual Hallucination and Omission Detection in Machine TranslationCode2
Aligning Modalities in Vision Large Language Models via Preference Fine-tuningCode2
Mitigating Hallucination in Large Multi-Modal Models via Robust Instruction TuningCode2
HALC: Object Hallucination Reduction via Adaptive Focal-Contrast DecodingCode2
Calibrated Self-Rewarding Vision Language ModelsCode2
Granite GuardianCode2
RARE: Retrieval-Augmented Reasoning ModelingCode2
GPT-NER: Named Entity Recognition via Large Language ModelsCode2
VHM: Versatile and Honest Vision Language Model for Remote Sensing Image AnalysisCode2
HaluEval: A Large-Scale Hallucination Evaluation Benchmark for Large Language ModelsCode2
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