Calibrating Long-form Generations from Large Language Models

Calibrating Long-form Generations from Large Language Models

9 February 2024

Raghuveer Thirukovalluru

Arman Cohan

Papers citing "Calibrating Long-form Generations from Large Language Models"

10 / 10 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 82 0 0 25 Apr 2025
Gauging Overprecision in LLMs: An Empirical Study Adil Bahaj Hamed Rahimi Mohamed Chetouani Mounir Ghogho 61 0 0 16 Apr 2025
Beyond Accuracy: The Role of Calibration in Self-Improving Large Language Models Liangjie Huang Dawei Li Huan Liu Lu Cheng LRM 34 0 0 03 Apr 2025
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 27 4 0 27 Sep 2024
On Subjective Uncertainty Quantification and Calibration in Natural Language Generation Ziyu Wang Chris Holmes UQLM 42 4 0 07 Jun 2024
LLMs can learn self-restraint through iterative self-reflection Alexandre Piché Aristides Milios Dzmitry Bahdanau Chris Pal 31 5 0 15 May 2024
Quantifying Uncertainty in Answers from any Language Model and Enhancing their Trustworthiness Jiuhai Chen Jonas W. Mueller 42 55 0 30 Aug 2023
Can Large Language Models Be an Alternative to Human Evaluations? Cheng-Han Chiang Hung-yi Lee ALM LM&MA 206 559 0 03 May 2023
On the Relation between Sensitivity and Accuracy in In-context Learning Yanda Chen Chen Zhao Zhou Yu Kathleen McKeown He He 180 77 0 16 Sep 2022
Reducing conversational agents' overconfidence through linguistic calibration Sabrina J. Mielke Arthur Szlam Emily Dinan Y-Lan Boureau 197 152 0 30 Dec 2020