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Hallucination

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Showing 326–350 of 1816 papers

TitleStatusHype
Evaluating LLMs' Assessment of Mixed-Context Hallucination Through the Lens of SummarizationCode0
LLM-Advisor: An LLM Benchmark for Cost-efficient Path Planning across Multiple Terrains—0
Tackling Hallucination from Conditional Models for Medical Image Reconstruction with DynamicDPS—0
Explainable Depression Detection in Clinical Interviews with Personalized Retrieval-Augmented Generation—0
NCL-UoR at SemEval-2025 Task 3: Detecting Multilingual Hallucination and Related Observable Overgeneration Text Spans with Modified RefChecker and Modified SeflCheckGPTCode0
Unmasking Digital Falsehoods: A Comparative Analysis of LLM-Based Misinformation Detection Strategies—0
Steer LLM Latents for Hallucination Detection—0
UniFa: A unified feature hallucination framework for any-shot object detection—0
U-NIAH: Unified RAG and LLM Evaluation for Long Context Needle-In-A-HaystackCode0
MedHallTune: An Instruction-Tuning Benchmark for Mitigating Medical Hallucination in Vision-Language ModelsCode0
Towards General Visual-Linguistic Face Forgery Detection(V2)Code1
Semantic Volume: Quantifying and Detecting both External and Internal Uncertainty in LLMs—0
Mitigating Hallucinations in Large Vision-Language Models by Adaptively Constraining Information FlowCode1
One-for-More: Continual Diffusion Model for Anomaly DetectionCode2
ProAPO: Progressively Automatic Prompt Optimization for Visual ClassificationCode1
Vision-Encoders (Already) Know What They See: Mitigating Object Hallucination via Simple Fine-Grained CLIPScoreCode0
Exploring the Generalizability of Factual Hallucination Mitigation via Enhancing Precise Knowledge Utilization—0
Medical Hallucinations in Foundation Models and Their Impact on HealthcareCode2
On the Importance of Text Preprocessing for Multimodal Representation Learning and Pathology Report Generation—0
Winning Big with Small Models: Knowledge Distillation vs. Self-Training for Reducing Hallucination in QA Agents—0
BRIDO: Bringing Democratic Order to Abstractive Summarization—0
Verdict: A Library for Scaling Judge-Time ComputeCode3
Stealthy Backdoor Attack in Self-Supervised Learning Vision Encoders for Large Vision Language Models—0
Hallucination Detection in LLMs Using Spectral Features of Attention MapsCode1
Exploring Causes and Mitigation of Hallucinations in Large Vision Language Models—0
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