Selective Reflection-Tuning: Student-Selected Data Recycling for LLM
Instruction-Tuning

Selective Reflection-Tuning: Student-Selected Data Recycling for LLM Instruction-Tuning

15 February 2024

Papers citing "Selective Reflection-Tuning: Student-Selected Data Recycling for LLM Instruction-Tuning"

15 / 15 papers shown

Title
ICon: In-Context Contribution for Automatic Data Selection Yixin Yang Qingxiu Dong Linli Yao Fangwei Zhu Zhifang Sui 41 0 0 08 May 2025
When Reasoning Meets Compression: Benchmarking Compressed Large Reasoning Models on Complex Reasoning Tasks Nan Zhang Yusen Zhang Prasenjit Mitra Rui Zhang MQ LRM 44 2 0 02 Apr 2025
ALinFiK: Learning to Approximate Linearized Future Influence Kernel for Scalable Third-Party LLM Data Valuation Yanzhou Pan Huawei Lin Yide Ran Jiamin Chen Xiaodong Yu Weijie Zhao Denghui Zhang Zhaozhuo Xu 40 0 0 02 Mar 2025
The Best Instruction-Tuning Data are Those That Fit Dylan Zhang Qirun Dai Hao Peng ALM 113 3 0 06 Feb 2025
Aligning Instruction Tuning with Pre-training Yiming Liang Tianyu Zheng Xinrun Du Ge Zhang J. Liu ... Zhaoxiang Zhang Wenhao Huang Jiajun Zhang Xiang Yue Jiajun Zhang 86 1 0 16 Jan 2025
Stronger Models are NOT Stronger Teachers for Instruction Tuning Zhangchen Xu Fengqing Jiang Luyao Niu Bill Yuchen Lin Radha Poovendran ALM 48 5 0 11 Nov 2024
What is the Role of Small Models in the LLM Era: A Survey Lihu Chen Gaël Varoquaux ALM 58 23 0 10 Sep 2024
RuleR: Improving LLM Controllability by Rule-based Data Recycling Ming Li Han Chen Chenguang Wang Dang Nguyen Dianqi Li Tianyi Zhou 24 6 0 22 Jun 2024
Improve Student's Reasoning Generalizability through Cascading Decomposed CoTs Distillation Chengwei Dai Kun Li Wei Zhou Song Hu LRM 39 3 0 30 May 2024
A Survey on Self-Evolution of Large Language Models Zhengwei Tao Ting-En Lin Xiancai Chen Hangyu Li Yuchuan Wu Yongbin Li Zhi Jin Fei Huang Dacheng Tao Jingren Zhou LRM LM&Ro 49 21 0 22 Apr 2024
Can LLMs Speak For Diverse People? Tuning LLMs via Debate to Generate Controllable Controversial Statements Ming Li Jiuhai Chen Lichang Chen Tianyi Zhou 66 17 0 16 Feb 2024
Can Large Language Models Be an Alternative to Human Evaluations? Cheng-Han Chiang Hung-yi Lee ALM LM&MA 206 559 0 03 May 2023
LaMini-LM: A Diverse Herd of Distilled Models from Large-Scale Instructions Minghao Wu Abdul Waheed Chiyu Zhang Muhammad Abdul-Mageed Alham Fikri Aji ALM 127 115 0 27 Apr 2023
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 11,730 0 04 Mar 2022
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