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Hallucination

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Showing 26–50 of 1816 papers

TitleStatusHype
Generalization or Hallucination? Understanding Out-of-Context Reasoning in Transformers—0
Attention Head Embeddings with Trainable Deep Kernels for Hallucination Detection in LLMs—0
Text-Aware Image Restoration with Diffusion Models—0
Step-by-step Instructions and a Simple Tabular Output Format Improve the Dependency Parsing Accuracy of LLMsCode0
ViCrit: A Verifiable Reinforcement Learning Proxy Task for Visual Perception in VLMsCode1
Revisit What You See: Disclose Language Prior in Vision Tokens for Efficient Guided Decoding of LVLMsCode1
RHealthTwin: Towards Responsible and Multimodal Digital Twins for Personalized Well-being—0
SECOND: Mitigating Perceptual Hallucination in Vision-Language Models via Selective and Contrastive DecodingCode0
MedChat: A Multi-Agent Framework for Multimodal Diagnosis with Large Language ModelsCode1
Uncertainty-o: One Model-agnostic Framework for Unveiling Uncertainty in Large Multimodal Models—0
MEMOIR: Lifelong Model Editing with Minimal Overwrite and Informed Retention for LLMs—0
ARGUS: Hallucination and Omission Evaluation in Video-LLMs—0
Conservative Bias in Large Language Models: Measuring Relation Predictions—0
Hallucination at a Glance: Controlled Visual Edits and Fine-Grained Multimodal Learning—0
Reducing Object Hallucination in Large Audio-Language Models via Audio-Aware Decoding—0
QuantMCP: Grounding Large Language Models in Verifiable Financial Reality—0
Joint Evaluation of Answer and Reasoning Consistency for Hallucination Detection in Large Reasoning ModelsCode1
Safe: Enhancing Mathematical Reasoning in Large Language Models via Retrospective Step-aware Formal VerificationCode1
CLATTER: Comprehensive Entailment Reasoning for Hallucination Detection—0
When Thinking LLMs Lie: Unveiling the Strategic Deception in Representations of Reasoning Models—0
GOLFer: Smaller LM-Generated Documents Hallucination Filter & Combiner for Query Expansion in Information RetrievalCode0
On the Fundamental Impossibility of Hallucination Control in Large Language Models—0
CHIME: Conditional Hallucination and Integrated Multi-scale Enhancement for Time Series Diffusion Model—0
OWMM-Agent: Open World Mobile Manipulation With Multi-modal Agentic Data SynthesisCode1
Magic Mushroom: A Customizable Benchmark for Fine-grained Analysis of Retrieval Noise Erosion in RAG Systems—0
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