Cover Image

Heaven-Sent or Hell-Bent? Benchmarking the Intelligence and Defectiveness of LLM Hallucinations

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Yang, Chengxu, Yuan, Jingling, Cai, Siqi, Jiang, Jiawei, Hu, Chuang
Format:	Preprint
Published:	2025
Subjects:	Computation and Language
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Visual Attention Drifts,but Anchors Hold:Mitigating Hallucination in Multimodal Large Language Models via Cross-Layer Visual Anchors
by: Yang, Chengxu, et al.
Published: (2026)

Doc-Guided Sent2Sent++: A Sent2Sent++ Agent with Doc-Guided memory for Document-level Machine Translation
by: Guo, Jiaxin, et al.
Published: (2025)

Heaven & Hell II: Scale Laws and Robustness in One-Step Heaven-Hell Consensus
by: Aghanya, Nnamdi Daniel, et al.
Published: (2025)

HalluLens: LLM Hallucination Benchmark
by: Bang, Yejin, et al.
Published: (2025)

AgentHallu: Benchmarking Automated Hallucination Attribution of LLM-based Agents
by: Liu, Xuannan, et al.
Published: (2026)

S2Sent: Nested Selectivity Aware Sentence Representation Learning
by: Zang, Jianxiang, et al.
Published: (2025)

Heaven, Hell, and Everything In-Between
Published: (2026)

Halfway between Heaven and Hell
by: Montgomery, Richard
Published: (2026)

ProtSent: Protein Sentence Transformers
by: Ofer, Dan, et al.
Published: (2026)

PanoSent: A Panoptic Sextuple Extraction Benchmark for Multimodal Conversational Aspect-based Sentiment Analysis
by: Luo, Meng, et al.
Published: (2024)

LLM Hallucination Detection: HSAD
by: Li, JinXin, et al.
Published: (2025)

SentGuard: Sentence-Level Streaming Guardrails for Large Language Models
by: Yu, Jiaqi, et al.
Published: (2026)

The ParlaSent Multilingual Training Dataset for Sentiment Identification in Parliamentary Proceedings
by: Mochtak, Michal, et al.
Published: (2023)

Lex2Sent: A bagging approach to unsupervised sentiment analysis
by: Lange, Kai-Robin, et al.
Published: (2022)

Magic, Madness, Heaven, Sin: LLM Output Diversity is Everything, Everywhere, All at Once
by: Dhingra, Harnoor
Published: (2026)

DenoSent: A Denoising Objective for Self-Supervised Sentence Representation Learning
by: Wang, Xinghao, et al.
Published: (2024)

MARCH: Multi-Agent Reinforced Self-Check for LLM Hallucination
by: Li, Zhuo, et al.
Published: (2026)

ESG-Bench: Benchmarking Long-Context ESG Reports for Hallucination Mitigation
by: Sun, Siqi, et al.
Published: (2026)

CausalSent: Interpretable Sentiment Classification with RieszNet
by: Frees, Daniel, et al.
Published: (2025)

AdaptiSent: Context-Aware Adaptive Attention for Multimodal Aspect-Based Sentiment Analysis
by: Rafiuddin, S M, et al.
Published: (2025)

RobustSentEmbed: Robust Sentence Embeddings Using Adversarial Self-Supervised Contrastive Learning
by: Asl, Javad Rafiei, et al.
Published: (2024)

The Wisdom of Partisan Crowds: Comparing Collective Intelligence in Humans and LLM-based Agents
by: Chuang, Yun-Shiuan, et al.
Published: (2023)

BnSentMix: A Diverse Bengali-English Code-Mixed Dataset for Sentiment Analysis
by: Alam, Sadia, et al.
Published: (2024)

AMBER: An LLM-free Multi-dimensional Benchmark for MLLMs Hallucination Evaluation
by: Wang, Junyang, et al.
Published: (2023)

TriCon-Fair: Triplet Contrastive Learning for Mitigating Social Bias in Pre-trained Language Models
by: Lyu, Chong, et al.
Published: (2025)

OAEI-LLM: A Benchmark Dataset for Understanding Large Language Model Hallucinations in Ontology Matching
by: Qiang, Zhangcheng, et al.
Published: (2024)

Bi'an: A Bilingual Benchmark and Model for Hallucination Detection in Retrieval-Augmented Generation
by: Jiang, Zhouyu, et al.
Published: (2025)

LLM Lies: Hallucinations are not Bugs, but Features as Adversarial Examples
by: Yao, Jia-Yu, et al.
Published: (2023)

Heaven & Hell: One-Step Hub Consensus
by: Aghanya, Nnamdi Daniel
Published: (2025)

Confident or Seek Stronger: Exploring Uncertainty-Based On-device LLM Routing From Benchmarking to Generalization
by: Chuang, Yu-Neng, et al.
Published: (2025)

DiffuSent: Towards a Unified Diffusion Framework for Aspect-Based Sentiment Analysis
by: Long, Shu, et al.
Published: (2026)

SentGraph: Hierarchical Sentence Graph for Multi-hop Retrieval-Augmented Question Answering
by: Liang, Junli, et al.
Published: (2026)

Optimal Transport Guided Correlation Assignment for Multimodal Entity Linking
by: Zhang, Zefeng, et al.
Published: (2024)

HaluNet: Learning Hallucination Risk from Internal Signals in LLM Question Answering
by: Tong, Chaodong, et al.
Published: (2025)

Hell or High Water: Evaluating Agentic Recovery from External Failures
by: Wang, Andrew, et al.
Published: (2025)

HalluVerse25: Fine-grained Multilingual Benchmark Dataset for LLM Hallucinations
by: Abdaljalil, Samir, et al.
Published: (2025)

Agent Meltdowns: The Road to Hell Is Paved with Helpful Agents
by: Jha, Rishi, et al.
Published: (2026)

How to Detect and Defeat Molecular Mirage: A Metric-Driven Benchmark for Hallucination in LLM-based Molecular Comprehension
by: Li, Hao, et al.
Published: (2025)

Do Benchmarks Underestimate LLM Performance? Evaluating Hallucination Detection With LLM-First Human-Adjudicated Assessment
by: Atasoy, I. F., et al.
Published: (2026)

Removal of Hallucination on Hallucination: Debate-Augmented RAG
by: Hu, Wentao, et al.
Published: (2025)