Knowledge of Knowledge: Exploring Known-Unknowns Uncertainty with Large Language Models

23 May 2023

Papers citing "Knowledge of Knowledge: Exploring Known-Unknowns Uncertainty with Large Language Models"

26 / 26 papers shown

Title
Uncertainty-Aware Large Language Models for Explainable Disease Diagnosis Shuang Zhou Jiashuo Wang Zidu Xu Song Wang David Brauer ... Zaifu Zhan Yu Hou Mingquan Lin Genevieve B. Melton Rui Zhang 50 0 0 06 May 2025
HalluLens: LLM Hallucination Benchmark Yejin Bang Ziwei Ji Alan Schelten Anthony Hartshorn Tara Fowler Cheng Zhang Nicola Cancedda Pascale Fung HILM 92 0 0 24 Apr 2025
Missing Premise exacerbates Overthinking: Are Reasoning Models losing Critical Thinking Skill? Chenrui Fan Ming Li Lichao Sun Tianyi Zhou LRM 51 3 0 09 Apr 2025
A Desideratum for Conversational Agents: Capabilities, Challenges, and Future Directions Emre Can Acikgoz Cheng Qian Hongru Wang Vardhan Dongre Xiusi Chen Heng Ji Dilek Hakkani-Tur Gokhan Tur LM&Ro ELM 55 1 0 07 Apr 2025
Language Model Uncertainty Quantification with Attention Chain Yinghao Li Rushi Qiang Lama Moukheiber Chao Zhang LRM 46 0 0 24 Mar 2025
Reliability Across Parametric and External Knowledge: Understanding Knowledge Handling in LLMs Youna Kim Minjoon Choi Sungmin Cho Hyuhng Joon Kim Sang-goo Lee Taeuk Kim KELM 61 0 0 20 Feb 2025
Language Models Can Predict Their Own Behavior Dhananjay Ashok Jonathan May ReLM AI4TS LRM 63 0 0 18 Feb 2025
R2-KG: General-Purpose Dual-Agent Framework for Reliable Reasoning on Knowledge Graphs Sumin Jo Junseong Choi Jiho Kim E. Choi 48 0 0 18 Feb 2025
Rethinking the Uncertainty: A Critical Review and Analysis in the Era of Large Language Models Mohammad Beigi Sijia Wang Ying Shen Zihao Lin Adithya Kulkarni ... Ming Jin Jin-Hee Cho Dawei Zhou Chang-Tien Lu Lifu Huang 29 1 0 26 Oct 2024
A Survey on the Honesty of Large Language Models Siheng Li Cheng Yang Taiqiang Wu Chufan Shi Yuji Zhang ... Jie Zhou Yujiu Yang Ngai Wong Xixin Wu Wai Lam HILM 32 4 0 27 Sep 2024
Speculations on Uncertainty and Humane Algorithms Nicholas Gray 43 0 0 13 Aug 2024
The Art of Saying No: Contextual Noncompliance in Language Models Faeze Brahman Sachin Kumar Vidhisha Balachandran Pradeep Dasigi Valentina Pyatkin ... Jack Hessel Yulia Tsvetkov Noah A. Smith Yejin Choi Hannaneh Hajishirzi 72 20 0 02 Jul 2024
SaySelf: Teaching LLMs to Express Confidence with Self-Reflective Rationales Tianyang Xu Shujin Wu Shizhe Diao Xiaoze Liu Xingyao Wang Yangyi Chen Jing Gao LRM 29 27 0 31 May 2024
Perception of Knowledge Boundary for Large Language Models through Semi-open-ended Question Answering Zhihua Wen Zhiliang Tian Z. Jian Zhen Huang Pei Ke Yifu Gao Minlie Huang Dongsheng Li 36 9 0 23 May 2024
Characterizing LLM Abstention Behavior in Science QA with Context Perturbations Bingbing Wen Bill Howe Lucy Lu Wang 23 8 0 18 Apr 2024
Uncertainty-Based Abstention in LLMs Improves Safety and Reduces Hallucinations Christian Tomani Kamalika Chaudhuri Ivan Evtimov Daniel Cremers Mark Ibrahim 51 9 0 16 Apr 2024
LLM Evaluators Recognize and Favor Their Own Generations Arjun Panickssery Samuel R. Bowman Shi Feng 44 156 0 15 Apr 2024
Meaningful Learning: Advancing Abstract Reasoning in Large Language Models via Generic Fact Guidance Kai Xiong Xiao Ding Ting Liu Bing Qin Dongliang Xu Qing Yang Hongtao Liu Yixin Cao LRM 36 3 0 14 Mar 2024
WisdoM: Improving Multimodal Sentiment Analysis by Fusing Contextual World Knowledge Wenbin Wang Liang Ding Li Shen Yong Luo Han Hu Dacheng Tao 37 11 0 12 Jan 2024
Alignment for Honesty Yuqing Yang Ethan Chern Xipeng Qiu Graham Neubig Pengfei Liu 36 28 0 12 Dec 2023
Large Language Models as Source Planner for Personalized Knowledge-grounded Dialogue Hongru Wang Minda Hu Yang Deng Rui Wang Fei Mi Weichao Wang Yasheng Wang Wai-Chung Kwan Irwin King Kam-Fai Wong RALM 39 8 0 13 Oct 2023
Cognitive Mirage: A Review of Hallucinations in Large Language Models Hongbin Ye Tong Liu Aijia Zhang Wei Hua Weiqiang Jia HILM 48 76 0 13 Sep 2023
ZhuJiu: A Multi-dimensional, Multi-faceted Chinese Benchmark for Large Language Models Baolin Zhang Hai-Yong Xie Pengfan Du Junhao Chen Pengfei Cao Yubo Chen Shengping Liu Kang Liu Jun Zhao ELM ALM 24 1 0 28 Aug 2023
Uncertainty Quantification with Pre-trained Language Models: A Large-Scale Empirical Analysis Yuxin Xiao Paul Pu Liang Umang Bhatt W. Neiswanger Ruslan Salakhutdinov Louis-Philippe Morency 175 86 0 10 Oct 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 367 8,495 0 28 Jan 2022
Measuring Sentence-Level and Aspect-Level (Un)certainty in Science Communications Jiaxin Pei David Jurgens 31 29 0 30 Sep 2021