UNCLE: Uncertainty Expressions in Long-Form Generation

UNCLE: Uncertainty Expressions in Long-Form Generation

22 May 2025

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Papers citing "UNCLE: Uncertainty Expressions in Long-Form Generation"

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Title
Position: Uncertainty Quantification Needs Reassessment for Large-language Model Agents Michael Kirchhof Gjergji Kasneci Enkelejda Kasneci LLMAG 29 1 0 28 May 2025
LoGU: Long-form Generation with Uncertainty Expressions Ruihan Yang Caiqi Zhang Zhisong Zhang Xinting Huang Sen Yang Nigel Collier Dong Yu Deqing Yang HILM 204 9 0 18 Oct 2024
Know the Unknown: An Uncertainty-Sensitive Method for LLM Instruction Tuning Jiaqi Li Yixuan Tang Yi Yang 83 8 0 14 Jun 2024
Does Fine-Tuning LLMs on New Knowledge Encourage Hallucinations? Zorik Gekhman G. Yona Roee Aharoni Matan Eyal Amir Feder Roi Reichart Jonathan Herzig 116 134 0 09 May 2024
Enhancing Confidence Expression in Large Language Models Through Learning from Past Experience Haixia Han Tingyun Li Shisong Chen Jie Shi Chengyu Du Yanghua Xiao Jiaqing Liang Xin Lin 78 11 0 16 Apr 2024
LM-Polygraph: Uncertainty Estimation for Language Models Ekaterina Fadeeva Roman Vashurin Akim Tsvigun Artem Vazhentsev Sergey Petrakov ... Elizaveta Goncharova Alexander Panchenko Maxim Panov Timothy Baldwin Artem Shelmanov 53 68 0 13 Nov 2023
FActScore: Fine-grained Atomic Evaluation of Factual Precision in Long Form Text Generation Sewon Min Kalpesh Krishna Xinxi Lyu M. Lewis Wen-tau Yih Pang Wei Koh Mohit Iyyer Luke Zettlemoyer Hannaneh Hajishirzi HILM ALM 138 698 0 23 May 2023
Editing Factual Knowledge in Language Models Nicola De Cao Wilker Aziz Ivan Titov KELM 121 512 0 16 Apr 2021
TriviaQA: A Large Scale Distantly Supervised Challenge Dataset for Reading Comprehension Mandar Joshi Eunsol Choi Daniel S. Weld Luke Zettlemoyer RALM 222 2,686 0 09 May 2017
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 2.0K 150,312 0 22 Dec 2014