Distinguishing the Knowable from the Unknowable with Language Models

Distinguishing the Knowable from the Unknowable with Language Models

5 February 2024

Benjamin L. Edelman

Papers citing "Distinguishing the Knowable from the Unknowable with Language Models"

12 / 12 papers shown

Title
Uncertainty Profiles for LLMs: Uncertainty Source Decomposition and Adaptive Model-Metric Selection Pei-Fu Guo Yun-Da Tsai Shou-De Lin UD 36 0 0 12 May 2025
Do LLMs estimate uncertainty well in instruction-following? Juyeon Heo Miao Xiong Christina Heinze-Deml Jaya Narain ELM 48 3 0 18 Oct 2024
Do LLMs "know" internally when they follow instructions? Juyeon Heo Christina Heinze-Deml Oussama Elachqar Shirley Ren Udhay Nallasamy Andy Miller Kwan Ho Ryan Chan Jaya Narain 46 3 0 18 Oct 2024
MAQA: Evaluating Uncertainty Quantification in LLMs Regarding Data Uncertainty Yongjin Yang Haneul Yoo Hwaran Lee 60 1 0 13 Aug 2024
Towards Better Understanding of In-Context Learning Ability from In-Context Uncertainty Quantification Shang Liu Zhongze Cai Guanting Chen Xiaocheng Li UQCV 38 1 0 24 May 2024
Fast Model Editing at Scale E. Mitchell Charles Lin Antoine Bosselut Chelsea Finn Christopher D. Manning KELM 219 341 0 21 Oct 2021
The Pile: An 800GB Dataset of Diverse Text for Language Modeling Leo Gao Stella Biderman Sid Black Laurence Golding Travis Hoppe ... Horace He Anish Thite Noa Nabeshima Shawn Presser Connor Leahy AIMat 245 1,977 0 31 Dec 2020
Calibration of Pre-trained Transformers Shrey Desai Greg Durrett UQLM 243 288 0 17 Mar 2020
Language Models as Knowledge Bases? Fabio Petroni Tim Rocktaschel Patrick Lewis A. Bakhtin Yuxiang Wu Alexander H. Miller Sebastian Riedel KELM AI4MH 404 2,576 0 03 Sep 2019
GLUE: A Multi-Task Benchmark and Analysis Platform for Natural Language Understanding Alex Jinpeng Wang Amanpreet Singh Julian Michael Felix Hill Omer Levy Samuel R. Bowman ELM 294 6,927 0 20 Apr 2018
Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles Balaji Lakshminarayanan Alexander Pritzel Charles Blundell UQCV BDL 268 5,635 0 05 Dec 2016
Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning Y. Gal Zoubin Ghahramani UQCV BDL 247 9,042 0 06 Jun 2015