Detection of Hallucinations

Cost-Effective Hallucination Detection for LLMs

Authors: Simon Valentin, Jinmiao Fu, Gianluca Detommaso, Shaoyuan Xu, Giovanni Zappella, Bryan Wang | Published: 2024-07-31 | Updated: 2024-08-09
Hallucination
Detection of Hallucinations
Generative Model

On Large Language Models’ Hallucination with Regard to Known Facts

Authors: Che Jiang, Biqing Qi, Xiangyu Hong, Dayuan Fu, Yang Cheng, Fandong Meng, Mo Yu, Bowen Zhou, Jie Zhou | Published: 2024-03-29 | Updated: 2024-10-28
Hallucination
Detection of Hallucinations
Model Architecture

Measuring and Reducing LLM Hallucination without Gold-Standard Answers

Authors: Jiaheng Wei, Yuanshun Yao, Jean-Francois Ton, Hongyi Guo, Andrew Estornell, Yang Liu | Published: 2024-02-16 | Updated: 2024-06-06
Few-Shot Learning
Detection of Hallucinations
Watermark Evaluation

The Dawn After the Dark: An Empirical Study on Factuality Hallucination in Large Language Models

Authors: Junyi Li, Jie Chen, Ruiyang Ren, Xiaoxue Cheng, Wayne Xin Zhao, Jian-Yun Nie, Ji-Rong Wen | Published: 2024-01-06
LLM Hallucination
Hallucination
Detection of Hallucinations

Quantifying and Attributing the Hallucination of Large Language Models via Association Analysis

Authors: Li Du, Yequan Wang, Xingrun Xing, Yiqun Ya, Xiang Li, Xin Jiang, Xuezhi Fang | Published: 2023-09-11
Detection of Hallucinations
Role of Artificial Intelligence
Digital Watermarking for Generative AI