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Scaling Laws of RoPE-based Extrapolation

8 October 2023

Xiaoran Liu

Hang Yan

Shuo Zhang

Chen An

Xipeng Qiu

Dahua Lin

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Papers citing "Scaling Laws of RoPE-based Extrapolation"

22 / 22 papers shown

Title
Scale-invariant Attention Ben Anson Xi Wang Laurence Aitchison LRM 85 0 0 20 May 2025
Towards LifeSpan Cognitive Systems Yu Wang Chi Han Tongtong Wu Xiaoxin He Wangchunshu Zhou ... Zexue He Wei Wang Gholamreza Haffari Heng Ji Julian McAuley KELM CLL 461 2 0 20 Sep 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 130 21 0 19 Jul 2024
Data Mixing Laws: Optimizing Data Mixtures by Predicting Language Modeling Performance Jiasheng Ye Peiju Liu Tianxiang Sun Yunhua Zhou Jun Zhan Xipeng Qiu 119 76 0 25 Mar 2024
World Model on Million-Length Video And Language With Blockwise RingAttention Hao Liu Wilson Yan Matei A. Zaharia Pieter Abbeel VGen 110 85 0 13 Feb 2024
Institutional Platform for Secure Self-Service Large Language Model Exploration V. Bumgardner Mitchell A. Klusty W. V. Logan Samuel E. Armstrong Caylin D. Hickey Jeff Talbert Caylin Hickey Jeff Talbert 130 1 0 01 Feb 2024
Qwen Technical Report Jinze Bai Shuai Bai Yunfei Chu Zeyu Cui Kai Dang ... Zhenru Zhang Chang Zhou Jingren Zhou Xiaohuan Zhou Tianhang Zhu OSLM 268 1,908 0 28 Sep 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
A Length-Extrapolatable Transformer Yutao Sun Li Dong Barun Patra Shuming Ma Shaohan Huang Alon Benhaim Vishrav Chaudhary Xia Song Furu Wei 105 124 0 20 Dec 2022
Reducing Activation Recomputation in Large Transformer Models V. Korthikanti Jared Casper Sangkug Lym Lawrence C. McAfee M. Andersch Mohammad Shoeybi Bryan Catanzaro AI4CE 125 276 0 10 May 2022
PaLM: Scaling Language Modeling with Pathways Aakanksha Chowdhery Sharan Narang Jacob Devlin Maarten Bosma Gaurav Mishra ... Kathy Meier-Hellstern Douglas Eck J. Dean Slav Petrov Noah Fiedel PILM LRM 531 6,293 0 05 Apr 2022
Overcoming a Theoretical Limitation of Self-Attention David Chiang Peter A. Cholak 92 84 0 24 Feb 2022
Training Verifiers to Solve Math Word Problems K. Cobbe V. Kosaraju Mohammad Bavarian Mark Chen Heewoo Jun ... Jerry Tworek Jacob Hilton Reiichiro Nakano Christopher Hesse John Schulman ReLM OffRL LRM 350 4,596 0 27 Oct 2021
Train Short, Test Long: Attention with Linear Biases Enables Input Length Extrapolation Ofir Press Noah A. Smith M. Lewis 339 775 0 27 Aug 2021
Sequence Parallelism: Long Sequence Training from System Perspective Shenggui Li Fuzhao Xue Chaitanya Baranwal Yongbin Li Yang You 75 102 0 26 May 2021
RoFormer: Enhanced Transformer with Rotary Position Embedding Jianlin Su Yu Lu Shengfeng Pan Ahmed Murtadha Bo Wen Yunfeng Liu 327 2,533 0 20 Apr 2021
The Pile: An 800GB Dataset of Diverse Text for Language Modeling Leo Gao Stella Biderman Sid Black Laurence Golding Travis Hoppe ... Horace He Anish Thite Noa Nabeshima Shawn Presser Connor Leahy AIMat 476 2,121 0 31 Dec 2020
Linformer: Self-Attention with Linear Complexity Sinong Wang Belinda Z. Li Madian Khabsa Han Fang Hao Ma 219 1,716 0 08 Jun 2020
Longformer: The Long-Document Transformer Iz Beltagy Matthew E. Peters Arman Cohan RALM VLM 185 4,100 0 10 Apr 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 639 4,921 0 23 Jan 2020
SuperGLUE: A Stickier Benchmark for General-Purpose Language Understanding Systems Alex Jinpeng Wang Yada Pruksachatkun Nikita Nangia Amanpreet Singh Julian Michael Felix Hill Omer Levy Samuel R. Bowman ELM 279 2,326 0 02 May 2019
TriviaQA: A Large Scale Distantly Supervised Challenge Dataset for Reading Comprehension Mandar Joshi Eunsol Choi Daniel S. Weld Luke Zettlemoyer RALM 237 2,692 0 09 May 2017