To Believe or Not to Believe Your LLM

To Believe or Not to Believe Your LLM

4 June 2024

Yasin Abbasi-Yadkori

Ilja Kuzborskij

András György

Csaba Szepesvári

Papers citing "To Believe or Not to Believe Your LLM"

16 / 16 papers shown

Title
Do Large Language Models (Really) Need Statistical Foundations? Weijie Su 208 0 0 25 May 2025
If Concept Bottlenecks are the Question, are Foundation Models the Answer? Nicola Debole Pietro Barbiero Francesco Giannini Andrea Passerini Stefano Teso Emanuele Marconato 410 1 0 28 Apr 2025
Do We Truly Need So Many Samples? Multi-LLM Repeated Sampling Efficiently Scales Test-Time Compute Jianhao Chen Zishuo Xun Bocheng Zhou Han Qi Qiaosheng Zhang ... Wei Hu Yuzhong Qu W. Ouyang Wanli Ouyang Shuyue Hu 109 2 0 01 Apr 2025
BLoB: Bayesian Low-Rank Adaptation by Backpropagation for Large Language Models Yibin Wang Haizhou Shi Ligong Han Dimitris N. Metaxas Hao Wang BDL UQLM 172 9 0 28 Jan 2025
Training-Free Bayesianization for Low-Rank Adapters of Large Language Models Haizhou Shi Yibin Wang Ligong Han Huatian Zhang Hao Wang UQCV 162 2 0 07 Dec 2024
What Did I Do Wrong? Quantifying LLMs' Sensitivity and Consistency to Prompt Engineering Federico Errica G. Siracusano D. Sanvito Roberto Bifulco 135 25 0 18 Jun 2024
BIRD: A Trustworthy Bayesian Inference Framework for Large Language Models Yu Feng Ben Zhou Weidong Lin Dan Roth 121 5 0 18 Apr 2024
Mitigating LLM Hallucinations via Conformal Abstention Yasin Abbasi-Yadkori Ilja Kuzborskij David Stutz András György Adam Fisch ... Wei-Hung Weng Yao-Yuan Yang Csaba Szepesvári A. Cemgil Nenad Tomašev HILM 67 18 0 04 Apr 2024
Discovering Latent Knowledge in Language Models Without Supervision Collin Burns Haotian Ye Dan Klein Jacob Steinhardt 122 363 0 07 Dec 2022
Large Language Models with Controllable Working Memory Daliang Li A. S. Rawat Manzil Zaheer Xin Wang Michal Lukasik Andreas Veit Felix X. Yu Surinder Kumar KELM 106 169 0 09 Nov 2022
Ensembles for Uncertainty Estimation: Benefits of Prior Functions and Bootstrapping Vikranth Dwaracherla Zheng Wen Ian Osband Xiuyuan Lu S. Asghari Benjamin Van Roy UQCV 71 20 0 08 Jun 2022
Selective Classification Via Neural Network Training Dynamics Stephan Rabanser Anvith Thudi Kimia Hamidieh Adam Dziedzic Nicolas Papernot 66 22 0 26 May 2022
Entity-Based Knowledge Conflicts in Question Answering Shayne Longpre Kartik Perisetla Anthony Chen Nikhil Ramesh Chris DuBois Sameer Singh HILM 318 257 0 10 Sep 2021
Reducing conversational agents' overconfidence through linguistic calibration Sabrina J. Mielke Arthur Szlam Emily Dinan Y-Lan Boureau 242 167 0 30 Dec 2020
Depth Uncertainty in Neural Networks Javier Antorán J. Allingham José Miguel Hernández-Lobato UQCV OOD BDL 67 101 0 15 Jun 2020
TriviaQA: A Large Scale Distantly Supervised Challenge Dataset for Reading Comprehension Mandar Joshi Eunsol Choi Daniel S. Weld Luke Zettlemoyer RALM 195 2,636 0 09 May 2017