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Survey of Hallucination in Natural Language Generation

v1v2v3v4v5v6v7 (latest)

Survey of Hallucination in Natural Language Generation

ACM Computing Surveys (ACM CSUR), 2022

8 February 2022

Andrea Madotto

ArXiv (abs)PDF HTML

Papers citing "Survey of Hallucination in Natural Language Generation"

50 / 1,366 papers shown

Knowledge Editing with Subspace-Aware Key-Value Mappings

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SynthPert: Enhancing LLM Biological Reasoning via Synthetic Reasoning Traces for Cellular Perturbation Prediction

SynthPert: Enhancing LLM Biological Reasoning via Synthetic Reasoning Traces for Cellular Perturbation Prediction

Lawrence Phillips

Marc Boubnovski Martell

Josefa Lia Stoisser

Cesar A. Prada-Medina

Rory Donovan-Maiye

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1

29 Sep 2025

Knowledge-Level Consistency Reinforcement Learning: Dual-Fact Alignment for Long-Form Factuality

Knowledge-Level Consistency Reinforcement Learning: Dual-Fact Alignment for Long-Form Factuality

146

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28 Sep 2025

LLM Hallucination Detection: HSAD

LLM Hallucination Detection: HSAD

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28 Sep 2025

HFuzzer: Testing Large Language Models for Package Hallucinations via Phrase-based Fuzzing

HFuzzer: Testing Large Language Models for Package Hallucinations via Phrase-based Fuzzing

169

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28 Sep 2025

Library Hallucinations in LLMs: Risk Analysis Grounded in Developer Queries

Library Hallucinations in LLMs: Risk Analysis Grounded in Developer Queries

Helen Yannakoudakis

122

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26 Sep 2025

We Think, Therefore We Align LLMs to Helpful, Harmless and Honest Before They Go Wrong

We Think, Therefore We Align LLMs to Helpful, Harmless and Honest Before They Go Wrong

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194

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26 Sep 2025

Are Hallucinations Bad Estimations?

Are Hallucinations Bad Estimations?

Jerry Yao-Chieh Hu

Jennifer Yuntong Zhang

161

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25 Sep 2025

The Knowledge-Behaviour Disconnect in LLM-based Chatbots

The Knowledge-Behaviour Disconnect in LLM-based Chatbots

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24 Sep 2025

RAG Security and Privacy: Formalizing the Threat Model and Attack Surface

RAG Security and Privacy: Formalizing the Threat Model and Attack Surface

Atousa Arzanipour

247

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24 Sep 2025

Nano Bio-Agents (NBA): Small Language Model Agents for Genomics

Nano Bio-Agents (NBA): Small Language Model Agents for Genomics

Daniel Trejo Banos

78

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23 Sep 2025

Confidence-Aware Routing for Large Language Model Reliability Enhancement: A Multi-Signal Approach to Pre-Generation Hallucination Mitigation

Confidence-Aware Routing for Large Language Model Reliability Enhancement: A Multi-Signal Approach to Pre-Generation Hallucination Mitigation

112

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23 Sep 2025

GRPO++: Enhancing Dermatological Reasoning under Low Resource Settings

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Ismam Nur Swapnil

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23 Sep 2025

Semantic Reformulation Entropy for Robust Hallucination Detection in QA Tasks

Semantic Reformulation Entropy for Robust Hallucination Detection in QA Tasks

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Comparing RAG and GraphRAG for Page-Level Retrieval Question Answering on Math Textbook

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Chloe Qianhui Zhao

170

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Knowledge-Driven Hallucination in Large Language Models: An Empirical Study on Process Modeling

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Alessandro Berti

Wil M.P. van der Aalst

150

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0

18 Sep 2025

Estimating Semantic Alphabet Size for LLM Uncertainty Quantification

Estimating Semantic Alphabet Size for LLM Uncertainty Quantification

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Thomas Hartvigsen

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17 Sep 2025

Linguistic Nepotism: Trading-off Quality for Language Preference in Multilingual RAG

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294

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DSCC-HS: A Dynamic Self-Reinforcing Framework for Hallucination Suppression in Large Language Models

DSCC-HS: A Dynamic Self-Reinforcing Framework for Hallucination Suppression in Large Language Models

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SIRAG: Towards Stable and Interpretable RAG with A Process-Supervised Multi-Agent Framework

SIRAG: Towards Stable and Interpretable RAG with A Process-Supervised Multi-Agent Framework

118

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Selective Risk Certification for LLM Outputs via Information-Lift Statistics: PAC-Bayes, Robustness, and Skeleton Design

Selective Risk Certification for LLM Outputs via Information-Lift Statistics: PAC-Bayes, Robustness, and Skeleton Design

Ibne Farabi Shihab

190

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Optimizing Agricultural Research: A RAG-Based Approach to Mycorrhizal Fungi Information

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73

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16 Sep 2025

HARP: Hallucination Detection via Reasoning Subspace Projection

HARP: Hallucination Detection via Reasoning Subspace Projection

177

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Agentic System with Modal Logic for Autonomous Diagnostics

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184

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AI-Generated Content in Cross-Domain Applications: Research Trends, Challenges and Propositions

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Karen Blackmore

171

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Tractable Asymmetric Verification for Large Language Models via Deterministic Replicability

Tractable Asymmetric Verification for Large Language Models via Deterministic Replicability

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Measuring Epistemic Humility in Multimodal Large Language Models

Measuring Epistemic Humility in Multimodal Large Language Models

139

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MetaRAG: Metamorphic Testing for Hallucination Detection in RAG Systems

MetaRAG: Metamorphic Testing for Hallucination Detection in RAG Systems

311

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MESH -- Understanding Videos Like Human: Measuring Hallucinations in Large Video Models

MESH -- Understanding Videos Like Human: Measuring Hallucinations in Large Video Models

175

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Deploying AI for Signal Processing education: Selected challenges and intriguing opportunities

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157

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FHIR-RAG-MEDS: Integrating HL7 FHIR with Retrieval-Augmented Large Language Models for Enhanced Medical Decision Support

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Gokce B. Laleci Erturkmen

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101

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09 Sep 2025

Investigating Symbolic Triggers of Hallucination in Gemma Models Across HaluEval and TruthfulQA

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Getting In Contract with Large Language Models -- An Agency Theory Perspective On Large Language Model Alignment

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112

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EPT Benchmark: Evaluation of Persian Trustworthiness in Large Language Models

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Mohammad Reza Mirbagheri

Mohammad Mahdi Mirkamali

Zahra Motoshaker Arani

A. M. Sadeghzadeh

194

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Test-Time Scaling in Reasoning Models Is Not Effective for Knowledge-Intensive Tasks Yet

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Rethinking LLM Parametric Knowledge as Post-retrieval Confidence for Dynamic Retrieval and Reranking

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219

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Proof-Carrying Numbers (PCN): A Protocol for Trustworthy Numeric Answers from LLMs via Claim Verification

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Aivin V. Solatorio

158

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From Noise to Narrative: Tracing the Origins of Hallucinations in Transformers

From Noise to Narrative: Tracing the Origins of Hallucinations in Transformers

224

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Another Turn, Better Output? A Turn-Wise Analysis of Iterative LLM Prompting

Another Turn, Better Output? A Turn-Wise Analysis of Iterative LLM Prompting

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CoT-Space: A Theoretical Framework for Internal Slow-Thinking via Reinforcement Learning

CoT-Space: A Theoretical Framework for Internal Slow-Thinking via Reinforcement Learning

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Explainable Knowledge Graph Retrieval-Augmented Generation (KG-RAG) with KG-SMILE

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Zahra Zehtabi Sabeti Moghaddam

Zeinab Dehghani

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JudgeAgent: Beyond Static Benchmarks for Knowledge-Driven and Dynamic LLM Evaluation

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CMRAG: Co-modality-based visual document retrieval and question answering

CMRAG: Co-modality-based visual document retrieval and question answering

221

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Learned Hallucination Detection in Black-Box LLMs using Token-level Entropy Production Rate

Learned Hallucination Detection in Black-Box LLMs using Token-level Entropy Production Rate

Charles Moslonka

Hicham Randrianarivo

Emmanuel Malherbe

169

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EviNote-RAG: Enhancing RAG Models via Answer-Supportive Evidence Notes

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L-MARS: Legal Multi-Agent Workflow with Orchestrated Reasoning and Agentic Search

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Exploring and Mitigating Fawning Hallucinations in Large Language Models

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Zixuan Shangguan

Victor C. M. Leung

106

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ConceptBot: Enhancing Robot's Autonomy through Task Decomposition with Large Language Models and Knowledge Graph

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Alessandro Leanza

Angelo Moroncelli

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Leveraging Imperfection with MEDLEY A Multi-Model Approach Harnessing Bias in Medical AI

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AI and Agile Software Development: A Research Roadmap from the XP2025 Workshop

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Victoria Pichler

Pekka Abrahamsson

Geir K. Hanssen

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Daniel Planötscher

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