LongMagpie: A Self-synthesis Method for Generating Large-scale Long-context Instructions

22 May 2025

Papers citing "LongMagpie: A Self-synthesis Method for Generating Large-scale Long-context Instructions"

41 / 41 papers shown

Title
Generalizing From Short to Long: Effective Data Synthesis for Long-Context Instruction Tuning Wenhao Zhu Pinzhen Chen Hanxu Hu Shujian Huang Fei Yuan Jiajun Chen Alexandra Birch SyDa 104 2 0 24 Feb 2025
WildLong: Synthesizing Realistic Long-Context Instruction Data at Scale Jiaxi Li Xingxing Zhang Xun Wang Xiaolong Huang Li Dong Liang Wang Si-Qing Chen Wei Lu Furu Wei SyDa 378 1 0 23 Feb 2025
NExtLong: Toward Effective Long-Context Training without Long Documents Chaochen Gao Xing Wu Zijia Lin Debing Zhang Songlin Hu SyDa 109 2 0 22 Jan 2025
LOGO -- Long cOntext aliGnment via efficient preference Optimization Zecheng Tang Zechen Sun Juntao Li Qiaoming Zhu Min Zhang 52 2 0 24 Oct 2024
How to Train Long-Context Language Models (Effectively) Tianyu Gao Alexander Wettig Howard Yen Danqi Chen RALM 114 45 0 03 Oct 2024
ChatQA 2: Bridging the Gap to Proprietary LLMs in Long Context and RAG Capabilities Peng Xu Ming-Yu Liu Xianchao Wu Zihan Liu Mohammad Shoeybi Mohammad Shoeybi Bryan Catanzaro RALM 94 18 0 19 Jul 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 82 146 0 12 Jun 2024
Quest: Query-centric Data Synthesis Approach for Long-context Scaling of Large Language Model Chaochen Gao Xing Wu Qingfang Fu Songlin Hu SyDa 52 6 0 30 May 2024
RLHF Workflow: From Reward Modeling to Online RLHF Hanze Dong Wei Xiong Bo Pang Haoxiang Wang Han Zhao Yingbo Zhou Nan Jiang Doyen Sahoo Caiming Xiong Tong Zhang OffRL 48 110 0 13 May 2024
Synthetic Data (Almost) from Scratch: Generalized Instruction Tuning for Language Models Haoran Li Qingxiu Dong Zhengyang Tang Chaojun Wang Xingxing Zhang ... Wei Lu Zhifang Sui Benyou Wang Wai Lam Furu Wei SyDa 70 62 0 20 Feb 2024
Data Engineering for Scaling Language Models to 128K Context Yao Fu Yikang Shen Xinyao Niu Xiang Yue Hanna Hajishirzi Yoon Kim Hao-Chun Peng MoE 67 135 0 15 Feb 2024
LongAlign: A Recipe for Long Context Alignment of Large Language Models Yushi Bai Xin Lv Jiajie Zhang Yuze He Ji Qi Lei Hou Jie Tang Yuxiao Dong Juanzi Li ALM 61 50 0 31 Jan 2024
Retrieval-Augmented Generation for Large Language Models: A Survey Yunfan Gao Yun Xiong Xinyu Gao Kangxiang Jia Jinliu Pan Yuxi Bi Yi Dai Jiawei Sun Meng Wang Haofen Wang 3DV RALM 94 1,701 1 18 Dec 2023
A General Theoretical Paradigm to Understand Learning from Human Preferences M. G. Azar Mark Rowland Bilal Piot Daniel Guo Daniele Calandriello Michal Valko Rémi Munos 109 597 0 18 Oct 2023
In-context Pretraining: Language Modeling Beyond Document Boundaries Weijia Shi Sewon Min Maria Lomeli Chunting Zhou Margaret Li ... Victoria Lin Noah A. Smith Luke Zettlemoyer Scott Yih Mike Lewis LRM RALM SyDa 63 51 0 16 Oct 2023
Efficient Streaming Language Models with Attention Sinks Michel Lang Yuandong Tian Beidi Chen Song Han Mike Lewis AI4TS RALM 72 705 0 29 Sep 2023
Effective Long-Context Scaling of Foundation Models Wenhan Xiong Jingyu Liu Igor Molybog Hejia Zhang Prajjwal Bhargava ... Dániel Baráth Sergey Edunov Mike Lewis Sinong Wang Hao Ma 56 221 0 27 Sep 2023
LongLoRA: Efficient Fine-tuning of Long-Context Large Language Models Yukang Chen Shengju Qian Haotian Tang Xin Lai Zhijian Liu Song Han Jiaya Jia 89 160 0 21 Sep 2023
MetaMath: Bootstrap Your Own Mathematical Questions for Large Language Models L. Yu Weisen Jiang Han Shi Jincheng Yu Zhengying Liu Yu Zhang James T. Kwok Zheng Li Adrian Weller Weiyang Liu OSLM LRM 71 363 0 21 Sep 2023
PoSE: Efficient Context Window Extension of LLMs via Positional Skip-wise Training Dawei Zhu Nan Yang Liang Wang Yifan Song Wenhao Wu Furu Wei Sujian Li 103 85 0 19 Sep 2023
Less is More for Long Document Summary Evaluation by LLMs Yunshu Wu Hayate Iso Pouya Pezeshkpour Nikita Bhutani Estevam R. Hruschka 37 35 0 14 Sep 2023
YaRN: Efficient Context Window Extension of Large Language Models Bowen Peng Jeffrey Quesnelle Honglu Fan Enrico Shippole OSLM 51 240 0 31 Aug 2023
LongBench: A Bilingual, Multitask Benchmark for Long Context Understanding Yushi Bai Xin Lv Jiajie Zhang Hong Lyu Jiankai Tang ... Aohan Zeng Lei Hou Yuxiao Dong Jie Tang Juanzi Li LLMAG RALM 61 548 0 28 Aug 2023
Code Llama: Open Foundation Models for Code Baptiste Rozière Jonas Gehring Fabian Gloeckle Sten Sootla Itai Gat ... Hugo Touvron Louis Martin Nicolas Usunier Thomas Scialom Gabriel Synnaeve ELM ALM 82 1,990 0 24 Aug 2023
Self-Alignment with Instruction Backtranslation Xian Li Ping Yu Chunting Zhou Timo Schick Omer Levy Luke Zettlemoyer Jason Weston M. Lewis SyDa 44 132 0 11 Aug 2023
FlashAttention-2: Faster Attention with Better Parallelism and Work Partitioning Tri Dao LRM 69 1,221 0 17 Jul 2023
Extending Context Window of Large Language Models via Positional Interpolation Shouyuan Chen Sherman Wong Liangjian Chen Yuandong Tian 134 513 0 27 Jun 2023
Direct Preference Optimization: Your Language Model is Secretly a Reward Model Rafael Rafailov Archit Sharma E. Mitchell Stefano Ermon Christopher D. Manning Chelsea Finn ALM 276 3,712 0 29 May 2023
Peek Across: Improving Multi-Document Modeling via Cross-Document Question-Answering Avi Caciularu Matthew E. Peters Jacob Goldberger Ido Dagan Arman Cohan RALM 56 30 0 24 May 2023
GPT-4 Technical Report OpenAI OpenAI OpenAI Josh Achiam Steven Adler Sandhini Agarwal Lama Ahmad ... Shengjia Zhao Tianhao Zheng Juntang Zhuang William Zhuk Barret Zoph LLMAG MLLM 625 13,788 0 15 Mar 2023
Self-Instruct: Aligning Language Models with Self-Generated Instructions Yizhong Wang Yeganeh Kordi Swaroop Mishra Alisa Liu Noah A. Smith Daniel Khashabi Hannaneh Hajishirzi ALM SyDa LRM 79 2,166 0 20 Dec 2022
Unnatural Instructions: Tuning Language Models with (Almost) No Human Labor Or Honovich Thomas Scialom Omer Levy Timo Schick ALM 85 370 0 19 Dec 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 694 12,525 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 304 1,679 0 15 Oct 2021
LogiQA: A Challenge Dataset for Machine Reading Comprehension with Logical Reasoning Jian Liu Leyang Cui Hanmeng Liu Dandan Huang Yile Wang Yue Zhang RALM 46 359 0 16 Jul 2020
REALM: Retrieval-Augmented Language Model Pre-Training Kelvin Guu Kenton Lee Zora Tung Panupong Pasupat Ming-Wei Chang RALM 93 2,050 0 10 Feb 2020
PIQA: Reasoning about Physical Commonsense in Natural Language Yonatan Bisk Rowan Zellers Ronan Le Bras Jianfeng Gao Yejin Choi OOD LRM 91 1,724 0 26 Nov 2019
ZeRO: Memory Optimizations Toward Training Trillion Parameter Models Samyam Rajbhandari Jeff Rasley Olatunji Ruwase Yuxiong He ALM AI4CE 65 852 0 04 Oct 2019
HellaSwag: Can a Machine Really Finish Your Sentence? Rowan Zellers Ari Holtzman Yonatan Bisk Ali Farhadi Yejin Choi 80 2,373 0 19 May 2019
Think you have Solved Question Answering? Try ARC, the AI2 Reasoning Challenge Peter Clark Isaac Cowhey Oren Etzioni Tushar Khot Ashish Sabharwal Carissa Schoenick Oyvind Tafjord ELM RALM LRM 74 2,474 0 14 Mar 2018
The LAMBADA dataset: Word prediction requiring a broad discourse context Denis Paperno Germán Kruszewski Angeliki Lazaridou Q. N. Pham Raffaella Bernardi Sandro Pezzelle Marco Baroni Gemma Boleda Raquel Fernández 86 698 0 20 Jun 2016