When to Trust LLMs: Aligning Confidence with Response Quality

When to Trust LLMs: Aligning Confidence with Response Quality

26 April 2024

Papers citing "When to Trust LLMs: Aligning Confidence with Response Quality"

9 / 9 papers shown

Title
Adaptive Retrieval Without Self-Knowledge? Bringing Uncertainty Back Home Viktor Moskvoretskii M. Lysyuk Mikhail Salnikov Nikolay Ivanov Sergey Pletenev Daria Galimzianova Nikita Krayko Vasily Konovalov Irina Nikishina Alexander Panchenko RALM 118 6 0 24 Feb 2025
Taming Overconfidence in LLMs: Reward Calibration in RLHF Jixuan Leng Chengsong Huang Banghua Zhu Jiaxin Huang 66 11 0 13 Oct 2024
Zephyr: Direct Distillation of LM Alignment Lewis Tunstall E. Beeching Nathan Lambert Nazneen Rajani Kashif Rasul ... Nathan Habib Nathan Sarrazin Omar Sanseviero Alexander M. Rush Thomas Wolf ALM 76 382 0 25 Oct 2023
Fine-Grained Human Feedback Gives Better Rewards for Language Model Training Zeqiu Wu Yushi Hu Weijia Shi Nouha Dziri Alane Suhr Prithviraj Ammanabrolu Noah A. Smith Mari Ostendorf Hannaneh Hajishirzi ALM 120 321 0 02 Jun 2023
Is Reinforcement Learning (Not) for Natural Language Processing: Benchmarks, Baselines, and Building Blocks for Natural Language Policy Optimization Rajkumar Ramamurthy Prithviraj Ammanabrolu Kianté Brantley Jack Hessel R. Sifa Christian Bauckhage Hannaneh Hajishirzi Yejin Choi OffRL 74 244 0 03 Oct 2022
A Survey of Uncertainty in Deep Neural Networks J. Gawlikowski Cedrique Rovile Njieutcheu Tassi Mohsin Ali Jongseo Lee Matthias Humt ... R. Roscher Muhammad Shahzad Wen Yang R. Bamler Xiaoxiang Zhu BDL UQCV OOD 187 1,136 0 07 Jul 2021
Revisiting the Calibration of Modern Neural Networks Matthias Minderer Josip Djolonga Rob Romijnders F. Hubis Xiaohua Zhai N. Houlsby Dustin Tran Mario Lucic UQCV 94 363 0 15 Jun 2021
Fine-Tuning Language Models from Human Preferences Daniel M. Ziegler Nisan Stiennon Jeff Wu Tom B. Brown Alec Radford Dario Amodei Paul Christiano G. Irving ALM 434 1,664 0 18 Sep 2019
Proximal Policy Optimization Algorithms John Schulman Filip Wolski Prafulla Dhariwal Alec Radford Oleg Klimov OffRL 259 18,685 0 20 Jul 2017