Quantifying Uncertainties in Natural Language Processing Tasks

18 November 2018

Papers citing "Quantifying Uncertainties in Natural Language Processing Tasks"

27 / 27 papers shown

Title
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
Uncertainty-aware Human Mobility Modeling and Anomaly Detection Haomin Wen Shurui Cao Z. Rasheed Khurram Hassan-Shafique Leman Akoglu 66 0 0 02 Oct 2024
TrustNavGPT: Modeling Uncertainty to Improve Trustworthiness of Audio-Guided LLM-Based Robot Navigation Xingpeng Sun Yiran Zhang Xindi Tang Amrit Singh Bedi Aniket Bera 50 4 0 03 Aug 2024
From Robustness to Improved Generalization and Calibration in Pre-trained Language Models Josip Jukić Jan Snajder 40 0 0 31 Mar 2024
Consistent Joint Decision-Making with Heterogeneous Learning Models Hossein Rajaby Faghihi Parisa Kordjamshidi 37 2 0 06 Feb 2024
Robots That Ask For Help: Uncertainty Alignment for Large Language Model Planners Allen Z. Ren Anushri Dixit Alexandra Bodrova Sumeet Singh Stephen Tu ... Jacob Varley Zhenjia Xu Dorsa Sadigh Andy Zeng Anirudha Majumdar LM&Ro 64 220 0 04 Jul 2023
Bag of Tricks for In-Distribution Calibration of Pretrained Transformers Jaeyoung Kim Dongbin Na Sungchul Choi Sungbin Lim VLM 38 5 0 13 Feb 2023
Understanding Difficulty-based Sample Weighting with a Universal Difficulty Measure Xiaoling Zhou Ou Wu Weiyao Zhu Ziyang Liang 44 2 0 12 Jan 2023
Weakly Supervised Data Augmentation Through Prompting for Dialogue Understanding Maximillian Chen Alexandros Papangelis Chenyang Tao Andrew Rosenbaum Seokhwan Kim Yang Liu Zhou Yu Dilek Z. Hakkani-Tür 39 32 0 25 Oct 2022
Characterizing Uncertainty in the Visual Text Analysis Pipeline P. Haghighatkhah Mennatallah El-Assady Jean-Daniel Fekete Narges Mahyar C. Paradis Vasiliki Simaki Bettina Speckmann 23 2 0 22 Sep 2022
SUN: Exploring Intrinsic Uncertainties in Text-to-SQL Parsers Bowen Qin Lihan Wang Binyuan Hui Bowen Li Xiangpeng Wei Binhua Li Fei Huang Luo Si Min Yang Yongbin Li 45 9 0 14 Sep 2022
Exploring the Learning Difficulty of Data Theory and Measure Weiyao Zhu Ou Wu Fengguang Su Yingjun Deng 35 5 0 16 May 2022
Efficient, Uncertainty-based Moderation of Neural Networks Text Classifiers J. S. Andersen W. Maalej 22 9 0 04 Apr 2022
Scalable Uncertainty Quantification for Deep Operator Networks using Randomized Priors Yibo Yang Georgios Kissas P. Perdikaris BDL UQCV 35 40 0 06 Mar 2022
Probabilistic Deep Learning to Quantify Uncertainty in Air Quality Forecasting Abdulmajid Murad F. Kraemer Kerstin Bach Gavin Taylor OOD BDL UQCV 17 12 0 05 Dec 2021
A Survey on Epistemic (Model) Uncertainty in Supervised Learning: Recent Advances and Applications Xinlei Zhou Han Liu Farhad Pourpanah T. Zeng Xizhao Wang UQCV UD 26 58 0 03 Nov 2021
Boosting Cross-Lingual Transfer via Self-Learning with Uncertainty Estimation Liyan Xu Xuchao Zhang Xujiang Zhao Haifeng Chen F. Chen Jinho Choi 28 14 0 01 Sep 2021
Attribution of Predictive Uncertainties in Classification Models Iker Perez Piotr Skalski Alec E. Barns-Graham Jason Wong David Sutton UQCV 32 6 0 19 Jul 2021
Uncertainty-Aware Reliable Text Classification Yibo Hu Latifur Khan EDL UQCV 38 33 0 15 Jul 2021
Trust It or Not: Confidence-Guided Automatic Radiology Report Generation Yixin Wang Zihao Lin Zhe Xu Haoyu Dong Jiang Tian Jie Luo Zhongchao Shi Yang Zhang Jianping Fan Zhiqiang He UQCV MedIm 36 12 0 21 Jun 2021
Giving Commands to a Self-Driving Car: How to Deal with Uncertain Situations? Thierry Deruyttere Victor Milewski Marie-Francine Moens 30 15 0 08 Jun 2021
Exploring Bayesian Deep Learning for Urgent Instructor Intervention Need in MOOC Forums Jialin Yu Laila Alrajhi Anoushka Harit Zhongtian Sun Alexandra I. Cristea Lei Shi BDL UQCV 24 8 0 26 Apr 2021
On Hallucination and Predictive Uncertainty in Conditional Language Generation Yijun Xiao Wei Wang HILM 13 182 0 28 Mar 2021
Predictive Monitoring with Logic-Calibrated Uncertainty for Cyber-Physical Systems Meiyi Ma John A. Stankovic E. Bartocci Lu Feng 28 24 0 31 Oct 2020
Uncertainty-aware Attention Graph Neural Network for Defending Adversarial Attacks Boyuan Feng Yuke Wang Zihan Wang Yufei Ding AAML 19 34 0 22 Sep 2020
Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning Y. Gal Zoubin Ghahramani UQCV BDL 287 9,156 0 06 Jun 2015
Convolutional Neural Networks for Sentence Classification Yoon Kim AILaw VLM 282 13,373 0 25 Aug 2014