SkyLadder: Better and Faster Pretraining via Context Window Scheduling

19 March 2025

Papers citing "SkyLadder: Better and Faster Pretraining via Context Window Scheduling"

31 / 31 papers shown

Title
Programming Every Example: Lifting Pre-training Data Quality Like Experts at Scale Fan Zhou Zengzhi Wang Qian Liu Junlong Li Pengfei Liu ALM 208 15 0 17 Feb 2025
Dataset Decomposition: Faster LLM Training with Variable Sequence Length Curriculum Hadi Pouransari Chun-Liang Li Jen-Hao Rick Chang Pavan Kumar Anasosalu Vasu Cem Koc Vaishaal Shankar Oncel Tuzel 83 11 0 08 Jan 2025
Attention Entropy is a Key Factor: An Analysis of Parallel Context Encoding with Full-attention-based Pre-trained Language Models Zhisong Zhang Yan Wang Xinting Huang Tianqing Fang Han Zhang Chenlong Deng Shuaiyi Li Dong Yu 131 6 0 21 Dec 2024
When Precision Meets Position: BFloat16 Breaks Down RoPE in Long-Context Training Haonan Wang Qian Liu Chao Du Tongyao Zhu Cunxiao Du Kenji Kawaguchi Tianyu Pang 208 8 0 20 Nov 2024
ControlMM: Controllable Masked Motion Generation Ekkasit Pinyoanuntapong Muhammad Usama Saleem Korrawe Karunratanakul Pu Wang Hongfei Xue Chong Chen Chuan Guo Junli Cao J. Ren Sergey Tulyakov VGen 84 7 0 14 Oct 2024
HELMET: How to Evaluate Long-Context Language Models Effectively and Thoroughly Howard Yen Tianyu Gao Minmin Hou Ke Ding Daniel Fleischer Peter Izsak Moshe Wasserblat Danqi Chen ALM ELM 122 37 0 03 Oct 2024
How to Train Long-Context Language Models (Effectively) Tianyu Gao Alexander Wettig Howard Yen Danqi Chen RALM 168 48 0 03 Oct 2024
BigCodeBench: Benchmarking Code Generation with Diverse Function Calls and Complex Instructions Terry Yue Zhuo Minh Chien Vu Jenny Chim Han Hu Wenhao Yu ... David Lo Daniel Fried Xiaoning Du H. D. Vries Leandro von Werra 206 192 0 22 Jun 2024
OLMES: A Standard for Language Model Evaluations Yuling Gu Oyvind Tafjord Bailey Kuehl Dany Haddad Jesse Dodge Hannaneh Hajishirzi ELM 114 20 0 12 Jun 2024
Base of RoPE Bounds Context Length Xin Men Mingyu Xu Bingning Wang Qingyu Zhang Hongyu Lin Xianpei Han Weipeng Chen 94 26 0 23 May 2024
Analysing The Impact of Sequence Composition on Language Model Pre-Training Yu Zhao Yuanbin Qu Konrad Staniszewski Szymon Tworkowski Wei Liu Piotr Milo's Yuxiang Wu Pasquale Minervini 83 15 0 21 Feb 2024
TinyLlama: An Open-Source Small Language Model Peiyuan Zhang Guangtao Zeng Tianduo Wang Wei Lu ALM LRM 160 407 0 04 Jan 2024
LLM Maybe LongLM: Self-Extend LLM Context Window Without Tuning Hongye Jin Xiaotian Han Jingfeng Yang Zhimeng Jiang Zirui Liu Chia-Yuan Chang Huiyuan Chen Helen Zhou 117 118 0 02 Jan 2024
GrowLength: Accelerating LLMs Pretraining by Progressively Growing Training Length Hongye Jin Xiaotian Han Jingfeng Yang Zhimeng Jiang Chia-Yuan Chang Helen Zhou 77 11 0 01 Oct 2023
YaRN: Efficient Context Window Extension of Large Language Models Bowen Peng Jeffrey Quesnelle Honglu Fan Enrico Shippole OSLM 81 264 0 31 Aug 2023
Training Compute-Optimal Large Language Models Jordan Hoffmann Sebastian Borgeaud A. Mensch Elena Buchatskaya Trevor Cai ... Karen Simonyan Erich Elsen Jack W. Rae Oriol Vinyals Laurent Sifre AI4TS 208 1,987 0 29 Mar 2022
Unsupervised Dense Information Retrieval with Contrastive Learning Gautier Izacard Mathilde Caron Lucas Hosseini Sebastian Riedel Piotr Bojanowski Armand Joulin Edouard Grave RALM 228 925 0 16 Dec 2021
The Stability-Efficiency Dilemma: Investigating Sequence Length Warmup for Training GPT Models Conglong Li Minjia Zhang Yuxiong He 63 38 0 13 Aug 2021
Evaluating Large Language Models Trained on Code Mark Chen Jerry Tworek Heewoo Jun Qiming Yuan Henrique Pondé ... Bob McGrew Dario Amodei Sam McCandlish Ilya Sutskever Wojciech Zaremba ELM ALM 238 5,675 0 07 Jul 2021
RoFormer: Enhanced Transformer with Rotary Position Embedding Jianlin Su Yu Lu Shengfeng Pan Ahmed Murtadha Bo Wen Yunfeng Liu 329 2,533 0 20 Apr 2021
Semi-supervised URL Segmentation with Recurrent Neural Networks Pre-trained on Knowledge Graph Entities Hao Zhang Jae Hun Ro R. Sproat 47 13 0 05 Nov 2020
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 651 4,925 0 23 Jan 2020
PIQA: Reasoning about Physical Commonsense in Natural Language Yonatan Bisk Rowan Zellers Ronan Le Bras Jianfeng Gao Yejin Choi OOD LRM 192 1,847 0 26 Nov 2019
CommonsenseQA: A Question Answering Challenge Targeting Commonsense Knowledge Alon Talmor Jonathan Herzig Nicholas Lourie Jonathan Berant RALM 146 1,754 0 02 Nov 2018
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 1.8K 95,324 0 11 Oct 2018
HotpotQA: A Dataset for Diverse, Explainable Multi-hop Question Answering Zhilin Yang Peng Qi Saizheng Zhang Yoshua Bengio William W. Cohen Ruslan Salakhutdinov Christopher D. Manning RALM 212 2,703 0 25 Sep 2018
Attention Is All You Need Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 808 132,725 0 12 Jun 2017
TriviaQA: A Large Scale Distantly Supervised Challenge Dataset for Reading Comprehension Mandar Joshi Eunsol Choi Daniel S. Weld Luke Zettlemoyer RALM 242 2,692 0 09 May 2017
RACE: Large-scale ReAding Comprehension Dataset From Examinations Guokun Lai Qizhe Xie Hanxiao Liu Yiming Yang Eduard H. Hovy ELM 205 1,359 0 15 Apr 2017
SQuAD: 100,000+ Questions for Machine Comprehension of Text Pranav Rajpurkar Jian Zhang Konstantin Lopyrev Percy Liang RALM 316 8,177 0 16 Jun 2016
Cyclical Learning Rates for Training Neural Networks L. Smith ODL 240 2,541 0 03 Jun 2015