Self-Evolved Diverse Data Sampling for Efficient Instruction Tuning

Self-Evolved Diverse Data Sampling for Efficient Instruction Tuning

14 November 2023

Shengguang Wu

Keming Lu

Benfeng Xu

Chang Zhou

ArXiv (abs)PDF HTML Github (80★)

Papers citing "Self-Evolved Diverse Data Sampling for Efficient Instruction Tuning"

9 / 9 papers shown

Title
LEAD: Iterative Data Selection for Efficient LLM Instruction Tuning Xiaotian Lin Yanlin Qi Yizhang Zhu Themis Palpanas Chengliang Chai Nan Tang Yuyu Luo 83 2 0 12 May 2025
MDIT: A Model-free Data Interpolation Method for Diverse Instruction Tuning Yangning Li Zihua Lan Lv Qingsong Hai-Tao Zheng Hai-Tao Zheng 94 0 0 09 Apr 2025
Data Quality Control in Federated Instruction-tuning of Large Language Models Yaxin Du Guangyi Liu Fengting Yuchi W. Zhao Jingjing Qu Yanjie Wang Siheng Chen ALM FedML 123 2 0 15 Oct 2024
KnowAgent: Knowledge-Augmented Planning for LLM-Based Agents Yuqi Zhu Shuofei Qiao Yixin Ou Shumin Deng N. Zhang Shiwei Lyu Yue Shen Lei Liang Jinjie Gu Ningyu Zhang LLMAG LM&Ro 156 32 0 05 Mar 2024
Judging LLM-as-a-Judge with MT-Bench and Chatbot Arena Lianmin Zheng Wei-Lin Chiang Ying Sheng Siyuan Zhuang Zhanghao Wu ... Dacheng Li Eric Xing Haotong Zhang Joseph E. Gonzalez Ion Stoica ALM OSLM ELM 441 4,444 0 09 Jun 2023
ExpertPrompting: Instructing Large Language Models to be Distinguished Experts Benfeng Xu An Yang Junyang Lin Quang Wang Chang Zhou Yongdong Zhang Zhendong Mao ALM 107 142 0 24 May 2023
AlpacaFarm: A Simulation Framework for Methods that Learn from Human Feedback Yann Dubois Xuechen Li Rohan Taori Tianyi Zhang Ishaan Gulrajani Jimmy Ba Carlos Guestrin Percy Liang Tatsunori B. Hashimoto ALM 137 608 0 22 May 2023
The Vendi Score: A Diversity Evaluation Metric for Machine Learning Dan Friedman Adji Bousso Dieng EGVM 159 127 0 05 Oct 2022
Batch Active Learning at Scale Gui Citovsky Giulia DeSalvo Claudio Gentile Lazaros Karydas Anand Rajagopalan Afshin Rostamizadeh Sanjiv Kumar 64 156 0 29 Jul 2021

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