Title
Concept-as-Tree: Synthetic Data is All You Need for VLM Personalization Ruichuan An Kai Zeng Ming Lu Sihan Yang Renrui Zhang Huitong Ji Qizhe Zhang Y. Luo Hao Liang Wentao Zhang 54 0 0 17 Mar 2025
Robust Learning of Diverse Code Edits Tushar Aggarwal Swayam Singh Abhijeet Awasthi Aditya Kanade Nagarajan Natarajan SyDa 61 0 0 05 Mar 2025
Improving Natural Language Understanding for LLMs via Large-Scale Instruction Synthesis Lin Yuan Jun Xu Honghao Gui Mengshu Sun Zhiqiang Zhang Lei Liang Jun Zhou AI4CE 101 0 0 06 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 66 11 0 31 Dec 2024
On Domain-Specific Post-Training for Multimodal Large Language Models Daixuan Cheng Shaohan Huang Ziyu Zhu Xintong Zhang Wayne Xin Zhao Zhongzhi Luan Bo Dai Zhenliang Zhang VLM 85 2 0 29 Nov 2024
Stronger Models are NOT Stronger Teachers for Instruction Tuning Zhangchen Xu Fengqing Jiang Luyao Niu Bill Yuchen Lin Radha Poovendran ALM 46 5 0 11 Nov 2024
Differential Transformer Tianzhu Ye Li Dong Yuqing Xia Yutao Sun Yi Zhu Gao Huang Furu Wei 28 0 0 07 Oct 2024
Boosting Reward Model with Preference-Conditional Multi-Aspect Synthetic Data Generation Jiaming Shen Ran Xu Yennie Jun Zhen Qin Tianqi Liu Carl Yang Yi Liang Simon Baumgartner Michael Bendersky SyDa 53 4 0 22 Jul 2024
FRoG: Evaluating Fuzzy Reasoning of Generalized Quantifiers in Large Language Models Yiyuan Li Shichao Sun Pengfei Liu LRM 41 0 0 01 Jul 2024
Scaling Synthetic Data Creation with 1,000,000,000 Personas Tao Ge Xin Chan Dian Yu Haitao Mi Dong Yu Dong Yu SyDa 97 89 0 28 Jun 2024
Magpie: Alignment Data Synthesis from Scratch by Prompting Aligned LLMs with Nothing Zhangchen Xu Fengqing Jiang Luyao Niu Yuntian Deng Radha Poovendran Yejin Choi Bill Yuchen Lin SyDa 18 110 0 12 Jun 2024
$$\textit{Trans-LoRA}$: towards data-free Transferable Parameter Efficient Finetuning$ $\textit{Trans-LoRA}$ : towards data-free Transferable Parameter Efficient Finetuning Runqian Wang Soumya Ghosh David D. Cox Diego Antognini Aude Oliva Rogerio Feris Leonid Karlinsky 20 1 0 27 May 2024
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
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models Jason W. Wei Xuezhi Wang Dale Schuurmans Maarten Bosma Brian Ichter F. Xia Ed H. Chi Quoc Le Denny Zhou LM&Ro LRM AI4CE ReLM 315 8,261 0 28 Jan 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 203 1,651 0 15 Oct 2021
Scaling Laws for Neural Language Models Jared Kaplan Sam McCandlish T. Henighan Tom B. Brown B. Chess R. Child Scott Gray Alec Radford Jeff Wu Dario Amodei 220 3,054 0 23 Jan 2020