Insights into Classifying and Mitigating LLMs' Hallucinations

Insights into Classifying and Mitigating LLMs' Hallucinations

14 November 2023

Alessandro Bruno

Aladine Chetouani

Papers citing "Insights into Classifying and Mitigating LLMs' Hallucinations"

13 / 13 papers shown

Title
"Not Aligned" is Not "Malicious": Being Careful about Hallucinations of Large Language Models' Jailbreak Lingrui Mei Shenghua Liu Yiwei Wang Baolong Bi Jiayi Mao Xueqi Cheng AAML 47 9 0 17 Jun 2024
Detecting and Mitigating Hallucinations in Multilingual Summarisation Yifu Qiu Yftah Ziser Anna Korhonen E. Ponti Shay B. Cohen HILM 59 43 0 23 May 2023
Evaluation of GPT-3.5 and GPT-4 for supporting real-world information needs in healthcare delivery Debadutta Dash Rahul Thapa Juan M. Banda Akshay Swaminathan Morgan Cheatham ... Garret K. Morris H. Magon M. Lungren Eric Horvitz N. Shah ELM LM&MA AI4MH 68 51 0 26 Apr 2023
The Internal State of an LLM Knows When It's Lying A. Azaria Tom Michael Mitchell HILM 218 301 0 26 Apr 2023
SelfCheckGPT: Zero-Resource Black-Box Hallucination Detection for Generative Large Language Models Potsawee Manakul Adian Liusie Mark J. F. Gales HILM LRM 152 396 0 15 Mar 2023
An Efficient Memory-Augmented Transformer for Knowledge-Intensive NLP Tasks Yuxiang Wu Yu Zhao Baotian Hu Pasquale Minervini Pontus Stenetorp Sebastian Riedel RALM KELM 51 43 0 30 Oct 2022
GLM-130B: An Open Bilingual Pre-trained Model Aohan Zeng Xiao Liu Zhengxiao Du Zihan Wang Hanyu Lai ... Jidong Zhai Wenguang Chen Peng-Zhen Zhang Yuxiao Dong Jie Tang BDL LRM 253 1,073 0 05 Oct 2022
SKILL: Structured Knowledge Infusion for Large Language Models Fedor Moiseev Zhe Dong Enrique Alfonseca Martin Jaggi KELM 58 58 0 17 May 2022
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 339 12,003 0 04 Mar 2022
Let there be a clock on the beach: Reducing Object Hallucination in Image Captioning Ali Furkan Biten L. G. I. Bigorda Dimosthenis Karatzas 97 57 0 04 Oct 2021
Hallucinated but Factual! Inspecting the Factuality of Hallucinations in Abstractive Summarization Mengyao Cao Yue Dong Jackie C.K. Cheung HILM 178 146 0 30 Aug 2021
Evaluating Attribution in Dialogue Systems: The BEGIN Benchmark Nouha Dziri Hannah Rashkin Tal Linzen David Reitter ALM 195 79 0 30 Apr 2021
Mixout: Effective Regularization to Finetune Large-scale Pretrained Language Models Cheolhyoung Lee Kyunghyun Cho Wanmo Kang MoE 249 205 0 25 Sep 2019