Exploring the Impact of Instruction Data Scaling on Large Language
Models: An Empirical Study on Real-World Use Cases

Exploring the Impact of Instruction Data Scaling on Large Language Models: An Empirical Study on Real-World Use Cases

26 March 2023

Xiangang Li

Papers citing "Exploring the Impact of Instruction Data Scaling on Large Language Models: An Empirical Study on Real-World Use Cases"

16 / 16 papers shown

Title
EmoVoice: LLM-based Emotional Text-To-Speech Model with Freestyle Text Prompting Guanrou Yang Chen Yang Qian Chen Ziyang Ma Wenxi Chen ... Fan Yu Zhihao Du Zhifu Gao Shiliang Zhang Xie Chen AuLLM 53 0 0 17 Apr 2025
Steel-LLM:From Scratch to Open Source -- A Personal Journey in Building a Chinese-Centric LLM Qingshui Gu Shu Li Tianyu Zheng Zhaoxiang Zhang 138 0 0 10 Feb 2025
PersLLM: A Personified Training Approach for Large Language Models Zheni Zeng Jiayi Chen H. Chen Yukun Yan Yuxuan Chen Zhenghao Liu Zhiyuan Liu Maosong Sun LLMAG 29 2 0 17 Jul 2024
Yi: Open Foundation Models by 01.AI 01. AI Alex Young 01.AI Alex Young Bei Chen Chao Li ... Yue Wang Yuxuan Cai Zhenyu Gu Zhiyuan Liu Zonghong Dai OSLM LRM 121 495 0 07 Mar 2024
Towards Training A Chinese Large Language Model for Anesthesiology Zhonghai Wang Jie Jiang Yibing Zhan Bohao Zhou Yanhong Li ... Liang Ding Hua Jin Jun Peng Xu Lin Weifeng Liu LM&MA 25 3 0 05 Mar 2024
Soulstyler: Using Large Language Model to Guide Image Style Transfer for Target Object Junhao Chen Peng Rong Jingbo Sun Chao Li Xiang Li Hongwu Lv VLM 21 2 0 22 Nov 2023
LawBench: Benchmarking Legal Knowledge of Large Language Models Zhiwei Fei Xiaoyu Shen D. Zhu Fengzhe Zhou Zhuo Han Songyang Zhang Kai-xiang Chen Zongwen Shen Jidong Ge ELM AILaw 24 32 0 28 Sep 2023
Enhancing Chat Language Models by Scaling High-quality Instructional Conversations Ning Ding Yulin Chen Bokai Xu Yujia Qin Zhi Zheng Shengding Hu Zhiyuan Liu Maosong Sun Bowen Zhou ALM 40 474 0 23 May 2023
RWKV: Reinventing RNNs for the Transformer Era Bo Peng Eric Alcaide Quentin G. Anthony Alon Albalak Samuel Arcadinho ... Qihang Zhao P. Zhou Qinghua Zhou Jian Zhu Rui-Jie Zhu 72 550 0 22 May 2023
GLM-130B: An Open Bilingual Pre-trained Model Aohan Zeng Xiao Liu Zhengxiao Du Zihan Wang Hanyu Lai ... Jidong Zhai Wenguang Chen Peng-Zhen Zhang Yuxiao Dong Jie Tang BDL LRM 242 1,070 0 05 Oct 2022
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 225 500 0 28 Sep 2022
Red Teaming Language Models to Reduce Harms: Methods, Scaling Behaviors, and Lessons Learned Deep Ganguli Liane Lovitt John Kernion Amanda Askell Yuntao Bai ... Nicholas Joseph Sam McCandlish C. Olah Jared Kaplan Jack Clark 218 441 0 23 Aug 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
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
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 275 1,561 0 18 Sep 2019