Hallucination Detection and Hallucination Mitigation: An Investigation

16 January 2024

Papers citing "Hallucination Detection and Hallucination Mitigation: An Investigation"

32 / 32 papers shown

Title
Can Your Uncertainty Scores Detect Hallucinated Entity? Min-Hsuan Yeh Max Kamachee Seongheon Park Yixuan Li HILM 119 3 0 17 Feb 2025
Dynamic Attention-Guided Context Decoding for Mitigating Context Faithfulness Hallucinations in Large Language Models Yanwen Huang Yong Zhang Ning Cheng Zhitao Li Shaojun Wang Jing Xiao 167 0 0 02 Jan 2025
Hallucination is Inevitable: An Innate Limitation of Large Language Models Ziwei Xu Sanjay Jain Mohan S. Kankanhalli HILM LRM 146 255 0 22 Jan 2024
Self-contradictory Hallucinations of Large Language Models: Evaluation, Detection and Mitigation Niels Mündler Jingxuan He Slobodan Jenko Martin Vechev HILM 68 118 0 25 May 2023
MQAG: Multiple-choice Question Answering and Generation for Assessing Information Consistency in Summarization Potsawee Manakul Adian Liusie Mark Gales HILM 76 36 0 28 Jan 2023
HaRiM $^+$ : Evaluating Summary Quality with Hallucination Risk Seonil Son Junsoo Park J. Hwang Junghwa Lee Hyungjong Noh Yeonsoo Lee HILM 63 8 0 22 Nov 2022
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models Jason W. Wei Xuezhi Wang Dale Schuurmans Maarten Bosma Brian Ichter F. Xia Ed H. Chi Quoc Le Denny Zhou LM&Ro LRM AI4CE ReLM 855 9,714 0 28 Jan 2022
SummaC: Re-Visiting NLI-based Models for Inconsistency Detection in Summarization Philippe Laban Tobias Schnabel Paul N. Bennett Marti A. Hearst HILM 107 398 0 18 Nov 2021
Learning Compact Metrics for MT Amy Pu Hyung Won Chung Ankur P. Parikh Sebastian Gehrmann Thibault Sellam 77 101 0 12 Oct 2021
Hallucinated but Factual! Inspecting the Factuality of Hallucinations in Abstractive Summarization Mengyao Cao Yue Dong Jackie C.K. Cheung HILM 234 155 0 30 Aug 2021
BARTScore: Evaluating Generated Text as Text Generation Weizhe Yuan Graham Neubig Pengfei Liu 135 849 0 22 Jun 2021
Prevent the Language Model from being Overconfident in Neural Machine Translation Mengqi Miao Fandong Meng Yijin Liu Xiao-Hua Zhou Jie Zhou 73 42 0 24 May 2021
Understanding Factuality in Abstractive Summarization with FRANK: A Benchmark for Factuality Metrics Artidoro Pagnoni Vidhisha Balachandran Yulia Tsvetkov HILM 282 311 0 27 Apr 2021
A Token-level Reference-free Hallucination Detection Benchmark for Free-form Text Generation Tianyu Liu Yizhe Zhang Chris Brockett Yi Mao Zhifang Sui Weizhu Chen W. Dolan HILM 278 148 0 18 Apr 2021
Neural Path Hunter: Reducing Hallucination in Dialogue Systems via Path Grounding Nouha Dziri Andrea Madotto Osmar Zaiane A. Bose HILM 88 135 0 17 Apr 2021
Retrieval Augmentation Reduces Hallucination in Conversation Kurt Shuster Spencer Poff Moya Chen Douwe Kiela Jason Weston HILM 97 743 0 15 Apr 2021
QuestEval: Summarization Asks for Fact-based Evaluation Thomas Scialom Paul-Alexis Dray Patrick Gallinari Sylvain Lamprier Benjamin Piwowarski Jacopo Staiano Alex Jinpeng Wang HILM 71 276 0 23 Mar 2021
Detecting Hallucinated Content in Conditional Neural Sequence Generation Chunting Zhou Graham Neubig Jiatao Gu Mona T. Diab P. Guzmán Luke Zettlemoyer Marjan Ghazvininejad HILM 133 200 0 05 Nov 2020
Evaluating Factuality in Generation with Dependency-level Entailment Tanya Goyal Greg Durrett 128 151 0 12 Oct 2020
Leveraging Passage Retrieval with Generative Models for Open Domain Question Answering Gautier Izacard Edouard Grave RALM 147 1,184 0 02 Jul 2020
FEQA: A Question Answering Evaluation Framework for Faithfulness Assessment in Abstractive Summarization Esin Durmus He He Mona T. Diab HILM 95 397 0 07 May 2020
On Faithfulness and Factuality in Abstractive Summarization Joshua Maynez Shashi Narayan Bernd Bohnet Ryan T. McDonald HILM 93 1,041 0 02 May 2020
BLEURT: Learning Robust Metrics for Text Generation Thibault Sellam Dipanjan Das Ankur P. Parikh 105 1,506 0 09 Apr 2020
Asking and Answering Questions to Evaluate the Factual Consistency of Summaries Alex Jinpeng Wang Kyunghyun Cho M. Lewis HILM 86 483 0 08 Apr 2020
Unsupervised Cross-lingual Representation Learning at Scale Alexis Conneau Kartikay Khandelwal Naman Goyal Vishrav Chaudhary Guillaume Wenzek Francisco Guzmán Edouard Grave Myle Ott Luke Zettlemoyer Veselin Stoyanov 228 6,593 0 05 Nov 2019
Text Summarization with Pretrained Encoders Yang Liu Mirella Lapata MILM 465 1,452 0 22 Aug 2019
XLNet: Generalized Autoregressive Pretraining for Language Understanding Zhilin Yang Zihang Dai Yiming Yang J. Carbonell Ruslan Salakhutdinov Quoc V. Le AI4CE 236 8,455 0 19 Jun 2019
Poly-encoders: Transformer Architectures and Pre-training Strategies for Fast and Accurate Multi-sentence Scoring Samuel Humeau Kurt Shuster Marie-Anne Lachaux Jason Weston 132 287 0 22 Apr 2019
BERTScore: Evaluating Text Generation with BERT Tianyi Zhang Varsha Kishore Felix Wu Kilian Q. Weinberger Yoav Artzi 365 5,872 0 21 Apr 2019
Don't Give Me the Details, Just the Summary! Topic-Aware Convolutional Neural Networks for Extreme Summarization Shashi Narayan Shay B. Cohen Mirella Lapata AILaw 158 1,684 0 27 Aug 2018
A Call for Clarity in Reporting BLEU Scores Matt Post 184 2,998 0 23 Apr 2018
Generating Sentences from a Continuous Space Samuel R. Bowman Luke Vilnis Oriol Vinyals Andrew M. Dai Rafal Jozefowicz Samy Bengio DRL 113 2,365 0 19 Nov 2015