Detecting and Mitigating Hallucinations in Multilingual Summarisation

Detecting and Mitigating Hallucinations in Multilingual Summarisation

23 May 2023

Papers citing "Detecting and Mitigating Hallucinations in Multilingual Summarisation"

15 / 15 papers shown

Title
Span-Level Hallucination Detection for LLM-Generated Answers Passant Elchafei Mervet Abu-Elkheir HILM LRM 66 1 0 25 Apr 2025
Learning on LLM Output Signatures for gray-box LLM Behavior Analysis Guy Bar-Shalom Fabrizio Frasca Derek Lim Yoav Gelberg Yftah Ziser Ran El-Yaniv Gal Chechik Haggai Maron 67 0 0 18 Mar 2025
How Much Do LLMs Hallucinate across Languages? On Multilingual Estimation of LLM Hallucination in the Wild Saad Obaid ul Islam Anne Lauscher Goran Glavas HILM LRM 120 1 0 21 Feb 2025
Leveraging Entailment Judgements in Cross-Lingual Summarisation Huajian Zhang Laura Perez-Beltrachini HILM 36 0 0 01 Aug 2024
Merge, Ensemble, and Cooperate! A Survey on Collaborative Strategies in the Era of Large Language Models Jinliang Lu Ziliang Pang Min Xiao Yaochen Zhu Rui Xia Jiajun Zhang MoMe 38 18 0 08 Jul 2024
Teaching LLMs to Abstain across Languages via Multilingual Feedback Shangbin Feng Weijia Shi Yike Wang Wenxuan Ding Orevaoghene Ahia Shuyue Stella Li Vidhisha Balachandran Sunayana Sitaram Yulia Tsvetkov 67 4 0 22 Jun 2024
A Probabilistic Framework for LLM Hallucination Detection via Belief Tree Propagation Bairu Hou Yang Zhang Jacob Andreas Shiyu Chang 71 5 0 11 Jun 2024
German also Hallucinates! Inconsistency Detection in News Summaries with the Absinth Dataset Laura Mascarell Ribin Chalumattu Annette Rios HILM 33 0 0 06 Mar 2024
Cognitive Mirage: A Review of Hallucinations in Large Language Models Hongbin Ye Tong Liu Aijia Zhang Wei Hua Weiqiang Jia HILM 37 76 0 13 Sep 2023
Training Dynamics for Text Summarization Models Tanya Goyal Jiacheng Xu J. Li Greg Durrett 61 29 0 15 Oct 2021
Hallucinated but Factual! Inspecting the Factuality of Hallucinations in Abstractive Summarization Mengyao Cao Yue Dong Jackie C.K. Cheung HILM 175 145 0 30 Aug 2021
Understanding Factuality in Abstractive Summarization with FRANK: A Benchmark for Factuality Metrics Artidoro Pagnoni Vidhisha Balachandran Yulia Tsvetkov HILM 222 305 0 27 Apr 2021
Factual Error Correction for Abstractive Summarization Models Mengyao Cao Yue Dong Jiapeng Wu Jackie C.K. Cheung HILM KELM 169 159 0 17 Oct 2020
Text Summarization with Pretrained Encoders Yang Liu Mirella Lapata MILM 256 1,431 0 22 Aug 2019
Teaching Machines to Read and Comprehend Karl Moritz Hermann Tomás Kociský Edward Grefenstette L. Espeholt W. Kay Mustafa Suleyman Phil Blunsom 175 3,509 0 10 Jun 2015