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Hallucination

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Showing 451–500 of 1816 papers

TitleStatusHype
Large Language Model-Enhanced Symbolic Reasoning for Knowledge Base Completion—0
Think More, Hallucinate Less: Mitigating Hallucinations via Dual Process of Fast and Slow Thinking—0
Stop Learning it all to Mitigate Visual Hallucination, Focus on the Hallucination Target.—0
VASparse: Towards Efficient Visual Hallucination Mitigation via Visual-Aware Token SparsificationCode1
Mitigating Object Hallucinations in Large Vision-Language Models with Assembly of Global and Local AttentionCode2
Octopus: Alleviating Hallucination via Dynamic Contrastive DecodingCode1
VL-RewardBench: A Challenging Benchmark for Vision-Language Generative Reward Models—0
POPEN: Preference-Based Optimization and Ensemble for LVLM-Based Reasoning Segmentation—0
RRHF-V: Ranking Responses to Mitigate Hallucinations in Multimodal Large Language Models with Human FeedbackCode0
IllusionBench: A Large-scale and Comprehensive Benchmark for Visual Illusion Understanding in Vision-Language Models—0
A review of faithfulness metrics for hallucination assessment in Large Language Models—0
Distilling Desired Comments for Enhanced Code Review with Large Language Models—0
HALLUCINOGEN: A Benchmark for Evaluating Object Hallucination in Large Visual-Language ModelsCode0
Is Your Text-to-Image Model Robust to Caption Noise?—0
An End-to-End Depth-Based Pipeline for Selfie Image Rectification—0
MedHallBench: A New Benchmark for Assessing Hallucination in Medical Large Language Models—0
From Hallucinations to Facts: Enhancing Language Models with Curated Knowledge Graphs—0
Extract Free Dense Misalignment from CLIPCode1
Improving Factuality with Explicit Working Memory—0
Harnessing Large Language Models for Knowledge Graph Question Answering via Adaptive Multi-Aspect Retrieval-AugmentationCode1
Multimodal Preference Data Synthetic Alignment with Reward ModelCode0
CiteBART: Learning to Generate Citations for Local Citation RecommendationCode0
AlzheimerRAG: Multimodal Retrieval Augmented Generation for PubMed articles—0
Toward Robust Hyper-Detailed Image Captioning: A Multiagent Approach and Dual Evaluation Metrics for Factuality and Coverage—0
Logical Consistency of Large Language Models in Fact-checking—0
Token Preference Optimization with Self-Calibrated Visual-Anchored Rewards for Hallucination Mitigation—0
Think&Cite: Improving Attributed Text Generation with Self-Guided Tree Search and Progress Reward Modeling—0
A Comparative Study of DSPy Teleprompter Algorithms for Aligning Large Language Models Evaluation Metrics to Human Evaluation—0
Query pipeline optimization for cancer patient question answering systems—0
Dehallucinating Parallel Context Extension for Retrieval-Augmented Generation—0
Cracking the Code of Hallucination in LVLMs with Vision-aware Head Divergence—0
Are LLMs Good Literature Review Writers? Evaluating the Literature Review Writing Ability of Large Language Models—0
ReXTrust: A Model for Fine-Grained Hallucination Detection in AI-Generated Radiology Reports—0
A MapReduce Approach to Effectively Utilize Long Context Information in Retrieval Augmented Language Models—0
When to Speak, When to Abstain: Contrastive Decoding with Abstention—0
What External Knowledge is Preferred by LLMs? Characterizing and Exploring Chain of Evidence in Imperfect Context—0
A Benchmark and Robustness Study of In-Context-Learning with Large Language Models in Music Entity DetectionCode0
Emma-X: An Embodied Multimodal Action Model with Grounded Chain of Thought and Look-ahead Spatial ReasoningCode2
CG-Bench: Clue-grounded Question Answering Benchmark for Long Video Understanding—0
Task-Oriented Dialog Systems for the Senegalese Wolof Language—0
RAC3: Retrieval-Augmented Corner Case Comprehension for Autonomous Driving with Vision-Language Models—0
Combating Multimodal LLM Hallucination via Bottom-Up Holistic Reasoning—0
Accelerating Retrieval-Augmented Generation—0
NoisyEQA: Benchmarking Embodied Question Answering Against Noisy Queries—0
Thinking with Knowledge Graphs: Enhancing LLM Reasoning Through Structured Data—0
TACOMORE: Leveraging the Potential of LLMs in Corpus-based Discourse Analysis with Prompt Engineering—0
Detecting LLM Hallucination Through Layer-wise Information Deficiency: Analysis of Unanswerable Questions and Ambiguous Prompts—0
Benchmarking large language models for materials synthesis: the case of atomic layer deposition—0
Multi-Task Learning with LLMs for Implicit Sentiment Analysis: Data-level and Task-level Automatic Weight Learning—0
Filter-then-Generate: Large Language Models with Structure-Text Adapter for Knowledge Graph CompletionCode1
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