Do I Know This Entity? Knowledge Awareness and Hallucinations in Language Models
Paper
• 2411.14257 • Published
• 14
Hallucinations
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Distinguishing Ignorance from Error in LLM Hallucinations
Paper • 2410.22071 • Published -
DeCoRe: Decoding by Contrasting Retrieval Heads to Mitigate Hallucinations
Paper • 2410.18860 • Published • 11 -
MLLM can see? Dynamic Correction Decoding for Hallucination Mitigation
Paper • 2410.11779 • Published • 26 -
LLMs Know More Than They Show: On the Intrinsic Representation of LLM Hallucinations
Paper • 2410.02707 • Published • 47 -
Enhanced Hallucination Detection in Neural Machine Translation through Simple Detector Aggregation
Paper • 2402.13331 • Published • 2 -
INSIDE: LLMs' Internal States Retain the Power of Hallucination Detection
Paper • 2402.03744 • Published • 4 -
Fine-grained Hallucination Detection and Editing for Language Models
Paper • 2401.06855 • Published • 4 -
The FACTS Grounding Leaderboard: Benchmarking LLMs' Ability to Ground Responses to Long-Form Input
Paper • 2501.03200 • Published • 1 -
HALoGEN: Fantastic LLM Hallucinations and Where to Find Them
Paper • 2501.08292 • Published • 17 -
SelfCheckGPT: Zero-Resource Black-Box Hallucination Detection for Generative Large Language Models
Paper • 2303.08896 • Published • 4 -
FactCG: Enhancing Fact Checkers with Graph-Based Multi-Hop Data
Paper • 2501.17144 • Published • 5 -
ARES: An Automated Evaluation Framework for Retrieval-Augmented Generation Systems
Paper • 2311.09476 • Published • 7 -
Are Reasoning Models More Prone to Hallucination?
Paper • 2505.23646 • Published • 24 -
MiniCheck: Efficient Fact-Checking of LLMs on Grounding Documents
Paper • 2404.10774 • Published • 6 -
Mitigating Object Hallucinations via Sentence-Level Early Intervention
Paper • 2507.12455 • Published • 9 -
Why Language Models Hallucinate
Paper • 2509.04664 • Published • 196