Cover Image

LLM-based Agents Suffer from Hallucinations: A Survey of Taxonomy, Methods, and Directions

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Lin, Xixun, Ning, Yucheng, Zhang, Jingwen, Dong, Yan, Liu, Yilong, Wu, Yongxuan, Qi, Xiaohua, Sun, Nan, Shang, Yanmin, Wang, Kun, Cao, Pengfei, Wang, Qingyue, Zou, Lixin, Chen, Xu, Zhou, Chuan, Wu, Jia, Zhang, Peng, Wen, Qingsong, Pan, Shirui, Wang, Bin, Cao, Yanan, Chen, Kai, Hu, Songlin, Guo, Li
Format:	Preprint
Published:	2025
Subjects:	Artificial Intelligence
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

CIA: Inferring the Communication Topology from LLM-based Multi-Agent Systems
by: Wu, Yongxuan, et al.
Published: (2026)

Enhancing Large Language Model for Knowledge Graph Completion via Structure-Aware Alignment-Tuning
by: Liu, Yu, et al.
Published: (2025)

SafeHarness: Lifecycle-Integrated Security Architecture for LLM-based Agent Deployment
by: Lin, Xixun, et al.
Published: (2026)

V-ITI: Mitigating Hallucinations in Multimodal Large Language Models via Visual Inference-Time Intervention
by: Sun, Nan, et al.
Published: (2025)

Do LLMs Know Tool Irrelevance? Demystifying Structural Alignment Bias in Tool Invocations
by: Liu, Yilong, et al.
Published: (2026)

RANA: Robust Active Learning for Noisy Network Alignment
by: Nan, Yixuan, et al.
Published: (2025)

Evidential Spectrum-Aware Contrastive Learning for OOD Detection in Dynamic Graphs
by: Sun, Nan, et al.
Published: (2025)

PathMind: A Retrieve-Prioritize-Reason Framework for Knowledge Graph Reasoning with Large Language Models
by: Liu, Yu, et al.
Published: (2025)

EA-Agent: A Structured Multi-Step Reasoning Agent for Entity Alignment
by: Nan, Yixuan, et al.
Published: (2026)

MAD-Fact: A Multi-Agent Debate Framework for Long-Form Factuality Evaluation in LLMs
by: Ning, Yucheng, et al.
Published: (2025)

Deep Graph Neural Point Process For Learning Temporal Interactive Networks
by: Chen, Su, et al.
Published: (2025)

AbstainGNN: Teaching Graph Neural Networks to Abstain for Graph Classification
by: Lin, Xixun, et al.
Published: (2026)

BadMoE: Backdooring Mixture-of-Experts LLMs via Optimizing Routing Triggers and Infecting Dormant Experts
by: Wang, Qingyue, et al.
Published: (2025)

Large Language Models for Planning: A Comprehensive and Systematic Survey
by: Cao, Pengfei, et al.
Published: (2025)

Equivariant Hypergraph Diffusion for Crystal Structure Prediction
by: Liu, Yang, et al.
Published: (2025)

Kernel Stochastic Configuration Networks for Nonlinear Regression
by: Chen, Yongxuan, et al.
Published: (2024)

P‐Doping Modulated RuIr Nanoparticles Anchored on Co/N/C Catalysts with Improved Alkaline Hydrogen Evolution Activity and Stability
by: Zhuofan Gan, et al.
Published: (2024)

MuVaC: A Variational Causal Framework for Multimodal Sarcasm Understanding in Dialogues
by: Guo, Diandian, et al.
Published: (2026)

Recursively Summarizing Enables Long-Term Dialogue Memory in Large Language Models
by: Wang, Qingyue, et al.
Published: (2023)

Hard Constraints Meet Soft Generation: Guaranteed Feasibility for LLM-based Combinatorial Optimization
by: Liu, Yang, et al.
Published: (2026)

Reliably Bounding False Positives: A Zero-Shot Machine-Generated Text Detection Framework via Multiscaled Conformal Prediction
by: Zhu, Xiaowei, et al.
Published: (2025)

Rethinking Visual Neglect: Steering via Context-Preference for MLLM Hallucination Mitigation
by: Wu, Jingwen, et al.
Published: (2026)

PRISM: Probing Reasoning, Instruction, and Source Memory in LLM Hallucinations
by: Wu, Yuhe, et al.
Published: (2026)

Challenging Multilingual LLMs: A New Taxonomy and Benchmark for Unraveling Hallucination in Translation
by: Wu, Xinwei, et al.
Published: (2025)

VIB-Probe: Detecting and Mitigating Hallucinations in Vision-Language Models via Variational Information Bottleneck
by: Zhang, Feiran, et al.
Published: (2026)

LiveLongBench: Tackling Long-Context Understanding for Spoken Texts from Live Streams
by: Wu, Yongxuan, et al.
Published: (2025)

ABO: Abandon Bayer Filter for Adaptive Edge Offloading in Responsive Augmented Reality
by: Han, Yongxuan, et al.
Published: (2025)

Between space, relational sociology, and Lefebvre's critique of modernity: An understanding of relational spatiality in trans‐actional perspective
by: Yongxuan Fu
Published: (2025)

Self-Supervised Learning for Time Series Analysis: Taxonomy, Progress, and Prospects
by: Zhang, Kexin, et al.
Published: (2023)

Beyond Memorization: A Rigorous Evaluation Framework for Medical Knowledge Editing
by: Chen, Shigeng, et al.
Published: (2025)

RMS-flux slope in MAXI J1820+070: a measure of the disk-corona coupling
by: Wang, Yanan, et al.
Published: (2024)

EagleNet: Energy-Aware Fine-Grained Relationship Learning Network for Text-Video Retrieval
by: Chen, Yuhan, et al.
Published: (2026)

Preparation and Performance of Fluorine‐Functionalized Ni‐MOF‐74 Adsorption Columns
by: Yingxue Zhang, et al.
Published: (2025)

Transformers Trained via Gradient Descent Can Provably Learn a Class of Teacher Models
by: Zhang, Chenyang, et al.
Published: (2026)

Metadata-Driven Federated Learning of Connectional Brain Templates in Non-IID Multi-Domain Scenarios
by: Chen, Geng, et al.
Published: (2024)

A Survey on Generative Model Unlearning: Fundamentals, Taxonomy, Evaluation, and Future Direction
by: Feng, Xiaohua, et al.
Published: (2025)

More Thinking, Less Seeing? Assessing Amplified Hallucination in Multimodal Reasoning Models
by: Liu, Chengzhi, et al.
Published: (2025)

Multi‐Objective Optimization for Short‐Term Scheduling Considering Crude Oil Mixing Requirements Based on Improved NSGA‐III
by: Xianxin Liu, et al.
Published: (2025)

A Survey of Mix-based Data Augmentation: Taxonomy, Methods, Applications, and Explainability
by: Cao, Chengtai, et al.
Published: (2022)

A Survey of Hallucination in Large Visual Language Models
by: Lan, Wei, et al.
Published: (2024)