On Hallucination and Predictive Uncertainty in Conditional Language Generation

28 March 2021

Papers citing "On Hallucination and Predictive Uncertainty in Conditional Language Generation"

41 / 41 papers shown

Title
Interpretable Zero-shot Learning with Infinite Class Concepts Zihan Ye Shreyank N Gowda Shiming Chen Yaochu Jin Kaizhu Huang Xiaobo Jin VLM 37 0 0 06 May 2025
Comparing Uncertainty Measurement and Mitigation Methods for Large Language Models: A Systematic Review Toghrul Abbasli Kentaroh Toyoda Yuan Wang Leon Witt Muhammad Asif Ali Yukai Miao Dan Li Qingsong Wei UQCV 94 0 0 25 Apr 2025
Calibrating Verbal Uncertainty as a Linear Feature to Reduce Hallucinations Ziwei Ji L. Yu Yeskendir Koishekenov Yejin Bang Anthony Hartshorn Alan Schelten Cheng Zhang Pascale Fung Nicola Cancedda 53 1 0 18 Mar 2025
HalluCounter: Reference-free LLM Hallucination Detection in the Wild! Ashok Urlana Gopichand Kanumolu Charaka Vinayak Kumar B. Garlapati Rahul Mishra HILM 68 0 0 06 Mar 2025
Monte Carlo Temperature: a robust sampling strategy for LLM's uncertainty quantification methods Nicola Cecere Andrea Bacciu Ignacio Fernández Tobías Amin Mantrach 66 1 0 25 Feb 2025
Smoothing Out Hallucinations: Mitigating LLM Hallucination with Smoothed Knowledge Distillation Hieu Nguyen Zihao He Shoumik Atul Gandre Ujjwal Pasupulety Sharanya Kumari Shivakumar Kristina Lerman HILM 59 1 0 16 Feb 2025
Preventing Rogue Agents Improves Multi-Agent Collaboration Ohav Barbi Ori Yoran Mor Geva 53 1 0 09 Feb 2025
Enhancing Hallucination Detection through Noise Injection Litian Liu Reza Pourreza Sunny Panchal Apratim Bhattacharyya Yao Qin Roland Memisevic HILM 81 3 0 06 Feb 2025
On The Truthfulness of 'Surprisingly Likely' Responses of Large Language Models Naman Goel HILM 57 0 0 28 Jan 2025
Pretraining with random noise for uncertainty calibration Jeonghwan Cheon Se-Bum Paik OnRL 46 0 0 23 Dec 2024
VaLiD: Mitigating the Hallucination of Large Vision Language Models by Visual Layer Fusion Contrastive Decoding Jiaqi Wang Yifei Gao Jitao Sang MLLM 123 2 0 24 Nov 2024
Dynamic Strategy Planning for Efficient Question Answering with Large Language Models Tanmay Parekh Pradyot Prakash Alexander Radovic Akshay Shekher Denis Savenkov LRM 83 1 0 30 Oct 2024
Bridging and Modeling Correlations in Pairwise Data for Direct Preference Optimization Yuxin Jiang Bo Huang Yufei Wang Xingshan Zeng Liangyou Li Yasheng Wang Xin Jiang Lifeng Shang Ruiming Tang Wei Wang 44 5 0 14 Aug 2024
Cost-Effective Hallucination Detection for LLMs Simon Valentin Jinmiao Fu Gianluca Detommaso Shaoyuan Xu Giovanni Zappella Bryan Wang HILM 42 4 0 31 Jul 2024
From Loops to Oops: Fallback Behaviors of Language Models Under Uncertainty Maor Ivgi Ori Yoran Jonathan Berant Mor Geva HILM 66 8 0 08 Jul 2024
LLM Internal States Reveal Hallucination Risk Faced With a Query Ziwei Ji Delong Chen Etsuko Ishii Samuel Cahyawijaya Yejin Bang Bryan Wilie Pascale Fung HILM LRM 39 21 0 03 Jul 2024
Benchmarking Uncertainty Quantification Methods for Large Language Models with LM-Polygraph Roman Vashurin Ekaterina Fadeeva Artem Vazhentsev Akim Tsvigun Daniil Vasilev ... Timothy Baldwin Timothy Baldwin Maxim Panov Artem Shelmanov Artem Shelmanov HILM 68 9 0 21 Jun 2024
Cycles of Thought: Measuring LLM Confidence through Stable Explanations Evan Becker Stefano Soatto 45 6 0 05 Jun 2024
Towards Unbiased Evaluation of Detecting Unanswerable Questions in EHRSQL Yongjin Yang Sihyeon Kim Sangmook Kim Gyubok Lee Se-Young Yun Edward Choi 38 2 0 29 Apr 2024
Multicalibration for Confidence Scoring in LLMs Gianluca Detommaso Martín Bertrán Riccardo Fogliato Aaron Roth 35 12 0 06 Apr 2024
SemEval-2024 Shared Task 6: SHROOM, a Shared-task on Hallucinations and Related Observable Overgeneration Mistakes Timothee Mickus Elaine Zosa Raúl Vázquez Teemu Vahtola Jörg Tiedemann Vincent Segonne Alessandro Raganato Marianna Apidianaki HILM LRM 43 21 0 12 Mar 2024
Fidelity-Enriched Contrastive Search: Reconciling the Faithfulness-Diversity Trade-Off in Text Generation Wei-Lin Chen Cheng-Kuang Wu Hsin-Hsi Chen Chung-Chi Chen HILM 26 6 0 23 Oct 2023
Siren's Song in the AI Ocean: A Survey on Hallucination in Large Language Models Yue Zhang Yafu Li Leyang Cui Deng Cai Lemao Liu ... Longyue Wang A. Luu Wei Bi Freda Shi Shuming Shi RALM LRM HILM 46 522 0 03 Sep 2023
Is attention all you need in medical image analysis? A review G. Papanastasiou Nikolaos Dikaios Jiahao Huang Chengjia Wang Guang Yang ViT MedIm 25 23 0 24 Jul 2023
Knowledge Graph for NLG in the context of conversational agents Hussam Ghanem Massinissa Atmani C. Cruz 29 1 0 04 Jul 2023
Knowledge of Knowledge: Exploring Known-Unknowns Uncertainty with Large Language Models Alfonso Amayuelas Kyle Wong Liangming Pan Wenhu Chen Luu Anh Tuan 42 26 0 23 May 2023
Pointwise Mutual Information Based Metric and Decoding Strategy for Faithful Generation in Document Grounded Dialogs Yatin Nandwani Vineet Kumar Dinesh Raghu Sachindra Joshi Luis Lastras 30 6 0 20 May 2023
Similarity-weighted Construction of Contextualized Commonsense Knowledge Graphs for Knowledge-intense Argumentation Tasks Moritz Plenz Juri Opitz Philipp Heinisch Philipp Cimiano Anette Frank 30 9 0 15 May 2023
Tailoring Language Generation Models under Total Variation Distance Haozhe Ji Pei Ke Zhipeng Hu Rongsheng Zhang Minlie Huang 28 18 0 26 Feb 2023
Understanding and Detecting Hallucinations in Neural Machine Translation via Model Introspection Weijia Xu Sweta Agrawal Eleftheria Briakou Marianna J. Martindale Marine Carpuat HILM 27 46 0 18 Jan 2023
Converge to the Truth: Factual Error Correction via Iterative Constrained Editing Jiangjie Chen Rui Xu Wenyuan Zeng Changzhi Sun Lei Li Yanghua Xiao KELM 43 9 0 22 Nov 2022
Exploring Predictive Uncertainty and Calibration in NLP: A Study on the Impact of Method & Data Scarcity Dennis Ulmer J. Frellsen Christian Hardmeier 189 22 0 20 Oct 2022
SafeText: A Benchmark for Exploring Physical Safety in Language Models Sharon Levy Emily Allaway Melanie Subbiah Lydia B. Chilton D. Patton Kathleen McKeown William Yang Wang 59 40 0 18 Oct 2022
Mitigating Covertly Unsafe Text within Natural Language Systems Alex Mei Anisha Kabir Sharon Levy Melanie Subbiah Emily Allaway J. Judge D. Patton Bruce Bimber Kathleen McKeown William Yang Wang 53 13 0 17 Oct 2022
Plausible May Not Be Faithful: Probing Object Hallucination in Vision-Language Pre-training Wenliang Dai Zihan Liu Ziwei Ji Dan Su Pascale Fung MLLM VLM 32 62 0 14 Oct 2022
A Dynamic, Interpreted CheckList for Meaning-oriented NLG Metric Evaluation -- through the Lens of Semantic Similarity Rating Laura Zeidler Juri Opitz Anette Frank 19 6 0 24 May 2022
TempLM: Distilling Language Models into Template-Based Generators Tianyi Zhang Mina Lee Lisa Li Ende Shen Tatsunori B. Hashimoto VLM 40 5 0 23 May 2022
Survey of Hallucination in Natural Language Generation Ziwei Ji Nayeon Lee Rita Frieske Tiezheng Yu D. Su ... Delong Chen Wenliang Dai Ho Shu Chan Andrea Madotto Pascale Fung HILM LRM 64 2,243 0 08 Feb 2022
Factual Consistency Evaluation for Text Summarization via Counterfactual Estimation Yuexiang Xie Fei Sun Yang Deng Yaliang Li Bolin Ding HILM 26 53 0 30 Aug 2021
Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles Balaji Lakshminarayanan Alexander Pritzel Charles Blundell UQCV BDL 276 5,675 0 05 Dec 2016
Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning Y. Gal Zoubin Ghahramani UQCV BDL 285 9,145 0 06 Jun 2015