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Hallucination

Papers

Showing 651700 of 1816 papers

TitleStatusHype
Hallucination Detection on a Budget: Efficient Bayesian Estimation of Semantic Entropy0
Bridging LMS and Generative AI: Dynamic Course Content Integration (DCCI) for Connecting LLMs to Course Content -- The Ask ME Assistant0
Noise Augmented Fine Tuning for Mitigating Hallucinations in Large Language ModelsCode0
Practical Poisoning Attacks against Retrieval-Augmented Generation0
A Memory-Augmented LLM-Driven Method for Autonomous Merging of 3D Printing Work Orders0
The Illusionist's Prompt: Exposing the Factual Vulnerabilities of Large Language Models with Linguistic Nuances0
A Unified Virtual Mixture-of-Experts Framework:Enhanced Inference and Hallucination Mitigation in Single-Model System0
GraphMaster: Automated Graph Synthesis via LLM Agents in Data-Limited Environments0
Catch Me if You Search: When Contextual Web Search Results Affect the Detection of HallucinationsCode0
HOIGen-1M: A Large-scale Dataset for Human-Object Interaction Video Generation0
An Analysis of Decoding Methods for LLM-based Agents for Faithful Multi-Hop Question Answering0
Learning to Instruct for Visual Instruction Tuning0
Real-Time Evaluation Models for RAG: Who Detects Hallucinations Best?0
Alleviating LLM-based Generative Retrieval Hallucination in Alipay Search0
Tricking Retrievers with Influential Tokens: An Efficient Black-Box Corpus Poisoning Attack0
Mitigating Low-Level Visual Hallucinations Requires Self-Awareness: Database, Model and Training Strategy0
Vision-Amplified Semantic Entropy for Hallucination Detection in Medical Visual Question Answering0
TN-Eval: Rubric and Evaluation Protocols for Measuring the Quality of Behavioral Therapy Notes0
Instruction-Oriented Preference Alignment for Enhancing Multi-Modal Comprehension Capability of MLLMs0
GAPO: Learning Preferential Prompt through Generative Adversarial Policy OptimizationCode0
KSHSeek: Data-Driven Approaches to Mitigating and Detecting Knowledge-Shortcut Hallucinations in Generative Models0
HausaNLP at SemEval-2025 Task 3: Towards a Fine-Grained Model-Aware Hallucination Detection0
ShED-HD: A Shannon Entropy Distribution Framework for Lightweight Hallucination Detection on Edge Devices0
good4cir: Generating Detailed Synthetic Captions for Composed Image Retrieval0
Judge Anything: MLLM as a Judge Across Any Modality0
FactSelfCheck: Fact-Level Black-Box Hallucination Detection for LLMs0
ECKGBench: Benchmarking Large Language Models in E-commerce Leveraging Knowledge Graph0
DNR Bench: Benchmarking Over-Reasoning in Reasoning LLMs0
Towards Lighter and Robust Evaluation for Retrieval Augmented GenerationCode0
MASH-VLM: Mitigating Action-Scene Hallucination in Video-LLMs through Disentangled Spatial-Temporal Representations0
MMDT: Decoding the Trustworthiness and Safety of Multimodal Foundation Models0
R^2: A LLM Based Novel-to-Screenplay Generation Framework with Causal Plot Graphs0
Poly-FEVER: A Multilingual Fact Verification Benchmark for Hallucination Detection in Large Language Models0
Enhancing LLM Generation with Knowledge Hypergraph for Evidence-Based Medicine0
Learning on LLM Output Signatures for gray-box LLM Behavior AnalysisCode0
RAD: Retrieval-Augmented Decision-Making of Meta-Actions with Vision-Language Models in Autonomous Driving0
From "Hallucination" to "Suture": Insights from Language Philosophy to Enhance Large Language Models0
HICD: Hallucination-Inducing via Attention Dispersion for Contrastive Decoding to Mitigate Hallucinations in Large Language ModelsCode0
LLMSeR: Enhancing Sequential Recommendation via LLM-based Data Augmentation0
Applications of Large Language Model Reasoning in Feature Generation0
Prompt Injection Detection and Mitigation via AI Multi-Agent NLP FrameworksCode0
AIstorian lets AI be a historian: A KG-powered multi-agent system for accurate biography generationCode0
RAG-KG-IL: A Multi-Agent Hybrid Framework for Reducing Hallucinations and Enhancing LLM Reasoning through RAG and Incremental Knowledge Graph Learning Integration0
LLM Agents for Education: Advances and Applications0
Learning to Inference Adaptively for Multimodal Large Language Models0
Through the Magnifying Glass: Adaptive Perception Magnification for Hallucination-Free VLM DecodingCode0
Conversational Gold: Evaluating Personalized Conversational Search System using Gold NuggetsCode0
NVP-HRI: Zero Shot Natural Voice and Posture-based Human-Robot Interaction via Large Language ModelCode0
Is LLMs Hallucination Usable? LLM-based Negative Reasoning for Fake News Detection0
OmniPaint: Mastering Object-Oriented Editing via Disentangled Insertion-Removal Inpainting0
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