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Hallucination

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TitleStatusHype
Large Language Models Struggle to Describe the Haystack without Human Help: Human-in-the-loop Evaluation of LLMs—0
Detecting LLM Fact-conflicting Hallucinations Enhanced by Temporal-logic-based Reasoning—0
SegSub: Evaluating Robustness to Knowledge Conflicts and Hallucinations in Vision-Language ModelsCode0
REFIND: Retrieval-Augmented Factuality Hallucination Detection in Large Language Models—0
What are Models Thinking about? Understanding Large Language Model Hallucinations "Psychology" through Model Inner State Analysis—0
OpenSearch-SQL: Enhancing Text-to-SQL with Dynamic Few-shot and Consistency Alignment—0
TreeCut: A Synthetic Unanswerable Math Word Problem Dataset for LLM Hallucination EvaluationCode0
CutPaste&Find: Efficient Multimodal Hallucination Detector with Visual-aid Knowledge Base—0
Lost in Transcription, Found in Distribution Shift: Demystifying Hallucination in Speech Foundation Models—0
How Much Do LLMs Hallucinate across Languages? On Multilingual Estimation of LLM Hallucination in the WildCode0
Can Your Uncertainty Scores Detect Hallucinated Entity?—0
Smoothing Out Hallucinations: Mitigating LLM Hallucination with Smoothed Knowledge Distillation—0
Valuable Hallucinations: Realizable Non-realistic Propositions—0
A Survey of LLM-based Agents in Medicine: How far are we from Baymax?—0
Enhancing RAG with Active Learning on Conversation Records: Reject Incapables and Answer Capables—0
Elevating Legal LLM Responses: Harnessing Trainable Logical Structures and Semantic Knowledge with Legal ReasoningCode0
DeepSeek on a Trip: Inducing Targeted Visual Hallucinations via Representation Vulnerabilities—0
Hallucination, Monofacts, and Miscalibration: An Empirical InvestigationCode0
Refine Knowledge of Large Language Models via Adaptive Contrastive Learning—0
Hallucination Detection: A Probabilistic Framework Using Embeddings Distance Analysis—0
Learning Conformal Abstention Policies for Adaptive Risk Management in Large Language and Vision-Language ModelsCode0
Self-Rationalization in the Wild: A Large Scale Out-of-Distribution Evaluation on NLI-related tasksCode0
ChallengeMe: An Adversarial Learning-enabled Text Summarization Framework—0
Enhancing Hallucination Detection through Noise Injection—0
Linear Correlation in LM's Compositional Generalization and HallucinationCode0
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