Do Models Really Learn to Follow Instructions? An Empirical Study of Instruction Tuning

19 May 2023

Papers citing "Do Models Really Learn to Follow Instructions? An Empirical Study of Instruction Tuning"

11 / 11 papers shown

Title
Control Illusion: The Failure of Instruction Hierarchies in Large Language Models Yilin Geng H. Li Honglin Mu Xudong Han Timothy Baldwin Omri Abend Eduard H. Hovy Lea Frermann 36 2 0 21 Feb 2025
SAIF: A Sparse Autoencoder Framework for Interpreting and Steering Instruction Following of Language Models Z. He Haiyan Zhao Yiran Qiao Fan Yang Ali Payani Jing Ma Mengnan Du LLMSV 66 2 0 17 Feb 2025
Unleashing the Power of Data Tsunami: A Comprehensive Survey on Data Assessment and Selection for Instruction Tuning of Language Models Yulei Qin Yuncheng Yang Pengcheng Guo Gang Li Hang Shao Yuchen Shi Zihan Xu Yun Gu Ke Li Xing Sun ALM 88 11 0 31 Dec 2024
Focus On This, Not That! Steering LLMs With Adaptive Feature Specification Tom A. Lamb Adam Davies Alasdair Paren Philip H. S. Torr Francesco Pinto 45 0 0 30 Oct 2024
Neurosymbolic AI for Enhancing Instructability in Generative AI Amit P. Sheth Vishal Pallagani Kaushik Roy LLMAG 21 2 0 26 Jul 2024
Evaluating Human Alignment and Model Faithfulness of LLM Rationale Mohsen Fayyaz Fan Yin Jiao Sun Nanyun Peng 48 3 0 28 Jun 2024
Can Large Language Models Truly Understand Prompts? A Case Study with Negated Prompts Joel Jang Seonghyeon Ye Minjoon Seo ELM LRM 87 64 0 26 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 303 11,881 0 04 Mar 2022
PromptSource: An Integrated Development Environment and Repository for Natural Language Prompts Stephen H. Bach Victor Sanh Zheng-Xin Yong Albert Webson Colin Raffel ... Khalid Almubarak Xiangru Tang Dragomir R. Radev Mike Tian-Jian Jiang Alexander M. Rush VLM 225 338 0 02 Feb 2022
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 205 1,654 0 15 Oct 2021
CrossFit: A Few-shot Learning Challenge for Cross-task Generalization in NLP Qinyuan Ye Bill Yuchen Lin Xiang Ren 209 179 0 18 Apr 2021