HaluEval: A Large-Scale Hallucination Evaluation Benchmark for Large Language Models | Paper Citation Record

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A Survey of Hallucination in Large Foundation Models cites this paper.

A Survey of Hallucination in Large Foundation Models HaluEval: A Large-Scale Hallucination Evaluation Benchmark for Large Language Models

Reference 129

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Ragas: Automated Evaluation of Retrieval Augmented Generation cites this paper.

Ragas: Automated Evaluation of Retrieval Augmented Generation HaluEval: A Large-Scale Hallucination Evaluation Benchmark for Large Language Models

Reference 2

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Measuring short-form factuality in large language models cites this paper.

Measuring short-form factuality in large language models HaluEval: A Large-Scale Hallucination Evaluation Benchmark for Large Language Models

Reference 9

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OnionEval: An Unified Evaluation of Fact-conflicting Hallucination for Small-Large Language Models cites this paper.

OnionEval: An Unified Evaluation of Fact-conflicting Hallucination for Small-Large Language Models HaluEval: A Large-Scale Hallucination Evaluation Benchmark for Large Language Models

Reference 2000

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LLMs to Support a Domain Specific Knowledge Assistant cites this paper.

LLMs to Support a Domain Specific Knowledge Assistant HaluEval: A Large-Scale Hallucination Evaluation Benchmark for Large Language Models

Reference 41

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TruthFlow: Truthful LLM Generation via Representation Flow Correction cites this paper.

TruthFlow: Truthful LLM Generation via Representation Flow Correction HaluEval: A Large-Scale Hallucination Evaluation Benchmark for Large Language Models

Reference 31

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Learning Conformal Abstention Policies for Adaptive Risk Management in Large Language and Vision-Language Models cites this paper.

Learning Conformal Abstention Policies for Adaptive Risk Management in Large Language and Vision-Language Models HaluEval: A Large-Scale Hallucination Evaluation Benchmark for Large Language Models

Reference 26

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MIH-TCCT: Mitigating Inconsistent Hallucinations in LLMs via Event-Driven Text-Code Cyclic Training cites this paper.

MIH-TCCT: Mitigating Inconsistent Hallucinations in LLMs via Event-Driven Text-Code Cyclic Training HaluEval: A Large-Scale Hallucination Evaluation Benchmark for Large Language Models

Reference 11

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The Science of Evaluating Foundation Models cites this paper.

The Science of Evaluating Foundation Models HaluEval: A Large-Scale Hallucination Evaluation Benchmark for Large Language Models

Reference 42

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Exposing the Ghost in the Transformer: Abnormal Detection for Large Language Models via Hidden State Forensics cites this paper.

Exposing the Ghost in the Transformer: Abnormal Detection for Large Language Models via Hidden State Forensics HaluEval: A Large-Scale Hallucination Evaluation Benchmark for Large Language Models

Reference 26

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Do You Keep an Eye on What I Ask? Mitigating Multimodal Hallucination via Attention-Guided Ensemble Decoding cites this paper.

Do You Keep an Eye on What I Ask? Mitigating Multimodal Hallucination via Attention-Guided Ensemble Decoding HaluEval: A Large-Scale Hallucination Evaluation Benchmark for Large Language Models

Reference 11

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Teaching with Lies: Curriculum DPO on Synthetic Negatives for Hallucination Detection cites this paper.

Teaching with Lies: Curriculum DPO on Synthetic Negatives for Hallucination Detection HaluEval: A Large-Scale Hallucination Evaluation Benchmark for Large Language Models

Reference 16

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HACo-Det: A Study Towards Fine-Grained Machine-Generated Text Detection under Human-AI Coauthoring cites this paper.

HACo-Det: A Study Towards Fine-Grained Machine-Generated Text Detection under Human-AI Coauthoring HaluEval: A Large-Scale Hallucination Evaluation Benchmark for Large Language Models

Reference 26

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Beyond Facts: Evaluating Intent Hallucination in Large Language Models cites this paper.

Beyond Facts: Evaluating Intent Hallucination in Large Language Models HaluEval: A Large-Scale Hallucination Evaluation Benchmark for Large Language Models

Reference 12

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The Scales of Justitia: A Comprehensive Survey on Safety Evaluation of LLMs cites this paper.

The Scales of Justitia: A Comprehensive Survey on Safety Evaluation of LLMs HaluEval: A Large-Scale Hallucination Evaluation Benchmark for Large Language Models

Reference 51

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RealFactBench: A Benchmark for Evaluating Large Language Models in Real-World Fact-Checking cites this paper.

RealFactBench: A Benchmark for Evaluating Large Language Models in Real-World Fact-Checking HaluEval: A Large-Scale Hallucination Evaluation Benchmark for Large Language Models

Reference 19

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Loki's Dance of Illusions: A Comprehensive Survey of Hallucination in Large Language Models cites this paper.

Loki's Dance of Illusions: A Comprehensive Survey of Hallucination in Large Language Models HaluEval: A Large-Scale Hallucination Evaluation Benchmark for Large Language Models

Reference 31

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Mitigating Geospatial Knowledge Hallucination in Large Language Models: Benchmarking and Dynamic Factuality Aligning cites this paper.

Mitigating Geospatial Knowledge Hallucination in Large Language Models: Benchmarking and Dynamic Factuality Aligning HaluEval: A Large-Scale Hallucination Evaluation Benchmark for Large Language Models

Reference 26

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FECT: Factuality Evaluation of Interpretive AI-Generated Claims in Contact Center Conversation Transcripts cites this paper.

FECT: Factuality Evaluation of Interpretive AI-Generated Claims in Contact Center Conversation Transcripts HaluEval: A Large-Scale Hallucination Evaluation Benchmark for Large Language Models

Reference 2023

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ExploreGS: Explorable 3D Scene Reconstruction with Virtual Camera Samplings and Diffusion Priors cites this paper.

ExploreGS: Explorable 3D Scene Reconstruction with Virtual Camera Samplings and Diffusion Priors HaluEval: A Large-Scale Hallucination Evaluation Benchmark for Large Language Models

Reference 70

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Sealing The Backdoor: Unlearning Adversarial Text Triggers In Diffusion Models Using Knowledge Distillation cites this paper.

Sealing The Backdoor: Unlearning Adversarial Text Triggers In Diffusion Models Using Knowledge Distillation HaluEval: A Large-Scale Hallucination Evaluation Benchmark for Large Language Models

Reference 38

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Decoding Memories: An Efficient Pipeline for Self-Consistency Hallucination Detection cites this paper.

Decoding Memories: An Efficient Pipeline for Self-Consistency Hallucination Detection HaluEval: A Large-Scale Hallucination Evaluation Benchmark for Large Language Models

Reference 21

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Beyond ROUGE: N-Gram Subspace Features for LLM Hallucination Detection cites this paper.

Beyond ROUGE: N-Gram Subspace Features for LLM Hallucination Detection HaluEval: A Large-Scale Hallucination Evaluation Benchmark for Large Language Models

Reference 2023

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HumanAgencyBench: Scalable Evaluation of Human Agency Support in AI Assistants cites this paper.

HumanAgencyBench: Scalable Evaluation of Human Agency Support in AI Assistants HaluEval: A Large-Scale Hallucination Evaluation Benchmark for Large Language Models

Reference 47

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Investigating Symbolic Triggers of Hallucination in Gemma Models Across HaluEval and TruthfulQA cites this paper.

Investigating Symbolic Triggers of Hallucination in Gemma Models Across HaluEval and TruthfulQA HaluEval: A Large-Scale Hallucination Evaluation Benchmark for Large Language Models

Reference 17

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Red-Bandit: Test-Time Adaptation for LLM Red-Teaming via Bandit-Guided LoRA Experts cites this paper.

Red-Bandit: Test-Time Adaptation for LLM Red-Teaming via Bandit-Guided LoRA Experts HaluEval: A Large-Scale Hallucination Evaluation Benchmark for Large Language Models

Reference 11

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Not All Needles Are Found: How Fact Distribution and Don't Make It Up Prompts Shape Retrieval, Reasoning, and Hallucination in Long-Context LLMs cites this paper.

Not All Needles Are Found: How Fact Distribution and Don't Make It Up Prompts Shape Retrieval, Reasoning, and Hallucination in Long-Context LLMs HaluEval: A Large-Scale Hallucination Evaluation Benchmark for Large Language Models

Reference 56

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When Numbers Start Talking: Implicit Numerical Coordination Among LLM-Based Agents cites this paper.

When Numbers Start Talking: Implicit Numerical Coordination Among LLM-Based Agents HaluEval: A Large-Scale Hallucination Evaluation Benchmark for Large Language Models

Reference 24

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GhostCite: A Large-Scale Analysis of Citation Validity in the Age of Large Language Models cites this paper.

GhostCite: A Large-Scale Analysis of Citation Validity in the Age of Large Language Models HaluEval: A Large-Scale Hallucination Evaluation Benchmark for Large Language Models

Reference 28

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Beyond Benchmark Islands: Toward Representative Trustworthiness Evaluation for Agentic AI cites this paper.

Beyond Benchmark Islands: Toward Representative Trustworthiness Evaluation for Agentic AI HaluEval: A Large-Scale Hallucination Evaluation Benchmark for Large Language Models

Reference 9

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Hallucination Basins: A Dynamic Framework for Understanding and Controlling LLM Hallucinations cites this paper.

Hallucination Basins: A Dynamic Framework for Understanding and Controlling LLM Hallucinations HaluEval: A Large-Scale Hallucination Evaluation Benchmark for Large Language Models

Reference 13

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Cram Less to Fit More: Training Data Pruning Improves Memorization of Facts cites this paper.

Cram Less to Fit More: Training Data Pruning Improves Memorization of Facts HaluEval: A Large-Scale Hallucination Evaluation Benchmark for Large Language Models

Reference 50

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Too Nice to Tell the Truth: Quantifying Agreeableness-Driven Sycophancy in Role-Playing Language Models cites this paper.

Too Nice to Tell the Truth: Quantifying Agreeableness-Driven Sycophancy in Role-Playing Language Models HaluEval: A Large-Scale Hallucination Evaluation Benchmark for Large Language Models

Reference 29

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Self-Correcting RAG: Enhancing Faithfulness via MMKP Context Selection and NLI-Guided MCTS cites this paper.

Self-Correcting RAG: Enhancing Faithfulness via MMKP Context Selection and NLI-Guided MCTS HaluEval: A Large-Scale Hallucination Evaluation Benchmark for Large Language Models

Reference 4

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RAGognizer: Hallucination-Aware Fine-Tuning via Detection Head Integration cites this paper.

RAGognizer: Hallucination-Aware Fine-Tuning via Detection Head Integration HaluEval: A Large-Scale Hallucination Evaluation Benchmark for Large Language Models

Reference 28

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HalluScan: A Systematic Benchmark for Detecting and Mitigating Hallucinations in Instruction-Following LLMs cites this paper.

HalluScan: A Systematic Benchmark for Detecting and Mitigating Hallucinations in Instruction-Following LLMs HaluEval: A Large-Scale Hallucination Evaluation Benchmark for Large Language Models

Reference 10

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CXR-ContraBench: Benchmarking Negated-Option Attraction in Medical VLMs cites this paper.

CXR-ContraBench: Benchmarking Negated-Option Attraction in Medical VLMs HaluEval: A Large-Scale Hallucination Evaluation Benchmark for Large Language Models

Reference 17

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HalluScore: Large Language Model Hallucination Question Answering Benchmark cites this paper.

HalluScore: Large Language Model Hallucination Question Answering Benchmark HaluEval: A Large-Scale Hallucination Evaluation Benchmark for Large Language Models

Reference 18

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Design and Report Benchmarks for Knowledge Work cites this paper.

Design and Report Benchmarks for Knowledge Work HaluEval: A Large-Scale Hallucination Evaluation Benchmark for Large Language Models

Reference 61

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Observation 4f0a9440-709a-4989-89ec-5a48a97d5838 · inbound

MultiHaluDet: Multilingual Hallucination Detection via LLM Hidden State Probing cites this paper.

MultiHaluDet: Multilingual Hallucination Detection via LLM Hidden State Probing HaluEval: A Large-Scale Hallucination Evaluation Benchmark for Large Language Models

Reference 12

Resolution: verified exact; arxiv_id, observed 2026-06-30T12:34:38.644555Z

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Can LLMs Use Linguistic Uncertainty Markers to Reliably Reflect Intrinsic Confidence? cites this paper.

Can LLMs Use Linguistic Uncertainty Markers to Reliably Reflect Intrinsic Confidence? HaluEval: A Large-Scale Hallucination Evaluation Benchmark for Large Language Models

Reference 49

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Observation 42d5f45e-2169-47e8-b63d-3bc7f987349b · inbound

K-FinHallu: A Hallucination Detection Benchmark for Multi-Turn RAG in Korean Finance cites this paper.

K-FinHallu: A Hallucination Detection Benchmark for Multi-Turn RAG in Korean Finance HaluEval: A Large-Scale Hallucination Evaluation Benchmark for Large Language Models

Reference 17

Resolution: verified exact; arxiv_id, observed 2026-06-29T09:03:16.135655Z

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Observation 4219f27f-bf66-4e6e-a05d-9a30eb551044 · inbound

Cascading Hallucination in Agentic RAG: The CHARM Framework for Detection and Mitigation cites this paper.

Cascading Hallucination in Agentic RAG: The CHARM Framework for Detection and Mitigation HaluEval: A Large-Scale Hallucination Evaluation Benchmark for Large Language Models

Reference 38

Resolution: metadata mismatch; arxiv_id, observed 2026-07-02T07:56:47.451220Z

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Observation 42723d12-efeb-47cf-8361-a050b16ffdc1 · inbound

Analyzing the Correlation Between Hallucinations and Knowledge Conflicts in Large Language Models cites this paper.

Analyzing the Correlation Between Hallucinations and Knowledge Conflicts in Large Language Models HaluEval: A Large-Scale Hallucination Evaluation Benchmark for Large Language Models

Reference 12

Resolution: verified exact; arxiv_id, observed 2026-07-02T22:37:26.443815Z

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Observation fafa27c4-dae0-4fea-8701-446acae67341 · inbound

LLM-as-an-Investigator: Evidence-First Reasoning for Robust Interactive Problem Diagnosis cites this paper.

LLM-as-an-Investigator: Evidence-First Reasoning for Robust Interactive Problem Diagnosis HaluEval: A Large-Scale Hallucination Evaluation Benchmark for Large Language Models

Reference 11

Resolution: verified exact; arxiv_id, observed 2026-07-03T14:38:29.256488Z

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Observation 00832ebc-def9-41d3-96d5-1bcd38389bca · inbound

Reinforcement Learning with Metacognitive Feedback Elicits Faithful Uncertainty Expression in LLMs cites this paper.

Reinforcement Learning with Metacognitive Feedback Elicits Faithful Uncertainty Expression in LLMs HaluEval: A Large-Scale Hallucination Evaluation Benchmark for Large Language Models

Reference 59

Resolution: metadata mismatch; arxiv_id, observed 2026-07-01T10:35:42.138233Z

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Observation 83edaeed-4c33-4fa0-be17-a7fd669a0976 · inbound

Confidently Wrong: Detecting Hallucinations in Financial Question Answering from LLM Internal States cites this paper.

Confidently Wrong: Detecting Hallucinations in Financial Question Answering from LLM Internal States HaluEval: A Large-Scale Hallucination Evaluation Benchmark for Large Language Models

Reference 21

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The Test Oracle Problem in Synthetic LLM-as-Judge Corpora: Disappearance, Distortion and a Validation Protocol cites this paper.

The Test Oracle Problem in Synthetic LLM-as-Judge Corpora: Disappearance, Distortion and a Validation Protocol HaluEval: A Large-Scale Hallucination Evaluation Benchmark for Large Language Models

Reference 2023

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PROBE: Benchmarking Code Generation in Large Language Models cites this paper.

PROBE: Benchmarking Code Generation in Large Language Models HaluEval: A Large-Scale Hallucination Evaluation Benchmark for Large Language Models

Reference 59

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Observation 035824ea-f668-4ebb-a588-122af89fabc2 · inbound

Reliability Scales Inversely: Hallucinations Snowball Faster in Bigger Language Models cites this paper.

Reliability Scales Inversely: Hallucinations Snowball Faster in Bigger Language Models HaluEval: A Large-Scale Hallucination Evaluation Benchmark for Large Language Models

Reference 47

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Observation 76f21532-3274-4787-8d51-d5a7ca7eb161 · inbound

Reasoning Error from Known Fact: Step-Level Self-Consistency Group Relative Policy Optimization for LLM cites this paper.

Reasoning Error from Known Fact: Step-Level Self-Consistency Group Relative Policy Optimization for LLM HaluEval: A Large-Scale Hallucination Evaluation Benchmark for Large Language Models

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-01T14:01:26.820493Z

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Observation ccb68686-ef83-4ab6-90c1-e65570b663bd · inbound

X$^3$-OPD: Distilling Reasoning into Large Audio-Language Models via On-Policy Alignment cites this paper.

X$^3$-OPD: Distilling Reasoning into Large Audio-Language Models via On-Policy Alignment HaluEval: A Large-Scale Hallucination Evaluation Benchmark for Large Language Models

Reference 106

Resolution: unresolved; no resolver link, observed 2026-08-01T07:12:17.577089Z

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Observation 5612b22d-9735-422c-954e-09e0dd4a580c · inbound

Decomposed Entailment for Factuality Checking and Hallucination Detection cites this paper.

Decomposed Entailment for Factuality Checking and Hallucination Detection HaluEval: A Large-Scale Hallucination Evaluation Benchmark for Large Language Models

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-07T22:53:05.080981Z

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