Comparing Hallucination Detection Metrics for Multilingual Generation

Comparing Hallucination Detection Metrics for Multilingual Generation

16 February 2024

Luke Zettlemoyer

Papers citing "Comparing Hallucination Detection Metrics for Multilingual Generation"

15 / 15 papers shown

Title
Can LLMs Detect Intrinsic Hallucinations in Paraphrasing and Machine Translation? Evangelia Gogoulou Shorouq Zahra Liane Guillou Luise Dürlich Joakim Nivre HILM LRM 67 0 0 29 Apr 2025
Evaluating Evaluation Metrics -- The Mirage of Hallucination Detection Atharva Kulkarni Yuan-kang Zhang Joel Ruben Antony Moniz Xiou Ge Bo-Hsiang Tseng Dhivya Piraviperumal S. Hong-ye Yu HILM 76 0 0 25 Apr 2025
The Illusionist's Prompt: Exposing the Factual Vulnerabilities of Large Language Models with Linguistic Nuances Yining Wang Y. Wang Xi Li Mi Zhang Geng Hong Min Yang AAML HILM 60 0 0 01 Apr 2025
Trustworthy Machine Learning via Memorization and the Granular Long-Tail: A Survey on Interactions, Tradeoffs, and Beyond Qiongxiu Li Xiaoyu Luo Yiyi Chen Johannes Bjerva 43 0 0 10 Mar 2025
AILS-NTUA at SemEval-2025 Task 3: Leveraging Large Language Models and Translation Strategies for Multilingual Hallucination Detection Dimitra Karkani Maria Lymperaiou Giorgos Filandrianos Nikolaos Spanos Athanasios Voulodimos Giorgos Stamou HILM LRM 72 0 0 04 Mar 2025
Beyond English: Unveiling Multilingual Bias in LLM Copyright Compliance Yupeng Chen Xiaoyu Zhang Yixian Huang Qian Xie 44 0 0 14 Feb 2025
Multilingual Hallucination Gaps in Large Language Models Cléa Chataigner Afaf Taik G. Farnadi HILM LRM 32 3 0 23 Oct 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 62 4 0 22 Jun 2024
Decoding by Contrasting Knowledge: Enhancing LLMs' Confidence on Edited Facts Baolong Bi Shenghua Liu Lingrui Mei Yiwei Wang Pengliang Ji Xueqi Cheng KELM 38 27 0 19 May 2024
Multi-FAct: Assessing Multilingual LLMs' Multi-Regional Knowledge using FActScore Sheikh Shafayat Eunsu Kim Juhyun Oh Alice H. Oh HILM 33 6 0 28 Feb 2024
Large Legal Fictions: Profiling Legal Hallucinations in Large Language Models Matthew Dahl Varun Magesh Mirac Suzgun Daniel E. Ho HILM AILaw 25 71 0 02 Jan 2024
Correction with Backtracking Reduces Hallucination in Summarization Zhenzhen Liu Chao-gang Wan Varsha Kishore Jin Peng Zhou Minmin Chen Kilian Q. Weinberger HILM 24 3 0 24 Oct 2023
Detecting and Mitigating Hallucinations in Multilingual Summarisation Yifu Qiu Yftah Ziser Anna Korhonen E. Ponti Shay B. Cohen HILM 49 42 0 23 May 2023
Entity-level Factual Consistency of Abstractive Text Summarization Feng Nan Ramesh Nallapati Zhiguo Wang Cicero Nogueira dos Santos Henghui Zhu Dejiao Zhang Kathleen McKeown Bing Xiang HILM 142 156 0 18 Feb 2021
Reducing conversational agents' overconfidence through linguistic calibration Sabrina J. Mielke Arthur Szlam Emily Dinan Y-Lan Boureau 197 152 0 30 Dec 2020