Rejection Improves Reliability: Training LLMs to Refuse Unknown
Questions Using RL from Knowledge Feedback

Rejection Improves Reliability: Training LLMs to Refuse Unknown Questions Using RL from Knowledge Feedback

27 March 2024

Hongshen Xu

Kai Yu

Papers citing "Rejection Improves Reliability: Training LLMs to Refuse Unknown Questions Using RL from Knowledge Feedback"

11 / 11 papers shown

Title
Enhancing LLM Reliability via Explicit Knowledge Boundary Modeling Hang Zheng Hongshen Xu Yuncong Liu Lu Chen Pascale Fung Kai Yu 71 2 0 04 Mar 2025
Bridging the Visual Gap: Fine-Tuning Multimodal Models with Knowledge-Adapted Captions Moran Yanuka Assaf Ben-Kish Yonatan Bitton Idan Szpektor Raja Giryes VLM 36 2 0 13 Nov 2024
Automatic Curriculum Expert Iteration for Reliable LLM Reasoning Zirui Zhao Hanze Dong Amrita Saha Caiming Xiong Doyen Sahoo LRM 27 3 0 10 Oct 2024
How Language Model Hallucinations Can Snowball Muru Zhang Ofir Press William Merrill Alisa Liu Noah A. Smith HILM LRM 75 246 0 22 May 2023
The Internal State of an LLM Knows When It's Lying A. Azaria Tom Michael Mitchell HILM 210 297 0 26 Apr 2023
Improving alignment of dialogue agents via targeted human judgements Amelia Glaese Nat McAleese Maja Trkebacz John Aslanides Vlad Firoiu ... John F. J. Mellor Demis Hassabis Koray Kavukcuoglu Lisa Anne Hendricks G. Irving ALM AAML 220 495 0 28 Sep 2022
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 301 11,730 0 04 Mar 2022
$Understanding Dataset Difficulty with $\mathcal{V}$-Usable Information$ Understanding Dataset Difficulty with $\mathcal{V}$ -Usable Information Kawin Ethayarajh Yejin Choi Swabha Swayamdipta 151 157 0 16 Oct 2021
Multitask Prompted Training Enables Zero-Shot Task Generalization Victor Sanh Albert Webson Colin Raffel Stephen H. Bach Lintang Sutawika ... T. Bers Stella Biderman Leo Gao Thomas Wolf Alexander M. Rush LRM 203 1,651 0 15 Oct 2021
Truthful AI: Developing and governing AI that does not lie Owain Evans Owen Cotton-Barratt Lukas Finnveden Adam Bales Avital Balwit Peter Wills Luca Righetti William Saunders HILM 207 107 0 13 Oct 2021
A Token-level Reference-free Hallucination Detection Benchmark for Free-form Text Generation Tianyu Liu Yizhe Zhang Chris Brockett Yi Mao Zhifang Sui Weizhu Chen W. Dolan HILM 209 140 0 18 Apr 2021