The MiniPile Challenge for Data-Efficient Language Models

17 April 2023

Papers citing "The MiniPile Challenge for Data-Efficient Language Models"

41 / 41 papers shown

Title
RWKV-X: A Linear Complexity Hybrid Language Model Haowen Hou Zhiyi Huang Kaifeng Tan Rongchang Lu Fei Richard Yu VLM 78 0 0 30 Apr 2025
Findings of the BabyLM Challenge: Sample-Efficient Pretraining on Developmentally Plausible Corpora Alex Warstadt Aaron Mueller Leshem Choshen E. Wilcox Chengxu Zhuang ... Rafael Mosquera Bhargavi Paranjape Adina Williams Tal Linzen Ryan Cotterell 38 106 0 10 Apr 2025
Repetitions are not all alike: distinct mechanisms sustain repetition in language models Matéo Mahaut Francesca Franzon 31 0 0 01 Apr 2025
The Sharpness Disparity Principle in Transformers for Accelerating Language Model Pre-Training Jinbo Wang Mingze Wang Zhanpeng Zhou Junchi Yan Weinan E Lei Wu 75 1 0 26 Feb 2025
Tokenization is Sensitive to Language Variation Anna Wegmann Dong Nguyen David Jurgens 75 1 0 24 Feb 2025
Practical Principles for AI Cost and Compute Accounting Stephen Casper Luke Bailey Tim Schreier 41 0 0 21 Feb 2025
MoETuner: Optimized Mixture of Expert Serving with Balanced Expert Placement and Token Routing Seokjin Go Divya Mahajan MoE 64 0 0 10 Feb 2025
A Systematic Study of Cross-Layer KV Sharing for Efficient LLM Inference You Wu Haoyi Wu Kewei Tu 34 3 0 18 Oct 2024
Task-Adaptive Pretrained Language Models via Clustered-Importance Sampling David Grangier Simin Fan Skyler Seto Pierre Ablin 34 3 0 30 Sep 2024
Accelerating Large Language Model Pretraining via LFR Pedagogy: Learn, Focus, and Review Neha Prakriya Jui-Nan Yen Cho-Jui Hsieh Jason Cong KELM AI4CE LRM 26 1 0 10 Sep 2024
Knowledge Mechanisms in Large Language Models: A Survey and Perspective Meng Wang Yunzhi Yao Ziwen Xu Shuofei Qiao Shumin Deng ... Yong-jia Jiang Pengjun Xie Fei Huang Huajun Chen Ningyu Zhang 47 27 0 22 Jul 2024
GoldFinch: High Performance RWKV/Transformer Hybrid with Linear Pre-Fill and Extreme KV-Cache Compression Daniel Goldstein Fares Obeid Eric Alcaide Guangyu Song Eugene Cheah VLM AI4TS 24 7 0 16 Jul 2024
A Review of the Challenges with Massive Web-mined Corpora Used in Large Language Models Pre-Training Michał Perełkiewicz Rafał Poświata 22 1 0 10 Jul 2024
Efficient Training of Language Models with Compact and Consistent Next Token Distributions Ashutosh Sathe Sunita Sarawagi 27 0 0 03 Jul 2024
$$\text{Memory}^3$: Language Modeling with Explicit Memory$ $\text{Memory}^3$ : Language Modeling with Explicit Memory Hongkang Yang Zehao Lin Wenjin Wang Hao Wu Zhiyu Li ... Yu Yu Kai Chen Feiyu Xiong Linpeng Tang Weinan E 40 11 0 01 Jul 2024
UIO-LLMs: Unbiased Incremental Optimization for Long-Context LLMs Wenhao Li Mingbao Lin Yunshan Zhong Shuicheng Yan Rongrong Ji 28 0 0 26 Jun 2024
Are We Done with MMLU? Aryo Pradipta Gema Joshua Ong Jun Leang Giwon Hong Alessio Devoto Alberto Carlo Maria Mancino ... R. McHardy Joshua Harris Jean Kaddour Emile van Krieken Pasquale Minervini ELM 52 29 0 06 Jun 2024
Improving Generalization and Convergence by Enhancing Implicit Regularization Mingze Wang Haotian He Jinbo Wang Zilin Wang Guanhua Huang Feiyu Xiong Zhiyu Li E. Weinan Lei Wu 32 6 0 31 May 2024
MAP-Neo: Highly Capable and Transparent Bilingual Large Language Model Series Ge Zhang Scott Qu Jiaheng Liu Chenchen Zhang Chenghua Lin ... Zi-Kai Zhao Jiajun Zhang Wanli Ouyang Wenhao Huang Wenhu Chen ELM 38 44 0 29 May 2024
A Survey of Multimodal Large Language Model from A Data-centric Perspective Tianyi Bai Hao Liang Binwang Wan Yanran Xu Xi Li ... Ping-Chia Huang Jiulong Shan Conghui He Binhang Yuan Wentao Zhang 47 36 0 26 May 2024
The Mosaic Memory of Large Language Models Igor Shilov Matthieu Meeus Yves-Alexandre de Montjoye 39 3 0 24 May 2024
Layer-Condensed KV Cache for Efficient Inference of Large Language Models Haoyi Wu Kewei Tu MQ 41 17 0 17 May 2024
Greed is All You Need: An Evaluation of Tokenizer Inference Methods Omri Uzan Craig W. Schmidt Chris Tanner Yuval Pinter 33 14 0 02 Mar 2024
Tokenization Is More Than Compression Craig W. Schmidt Varshini Reddy Haoran Zhang Alec Alameddine Omri Uzan Yuval Pinter Chris Tanner 33 27 0 28 Feb 2024
Retrieval is Accurate Generation Bowen Cao Deng Cai Leyang Cui Xuxin Cheng Wei Bi Yuexian Zou Shuming Shi 30 6 0 27 Feb 2024
LLMGuard: Guarding Against Unsafe LLM Behavior Shubh Goyal Medha Hira Shubham Mishra Sukriti Goyal Arnav Goel Niharika Dadu DB Kirushikesh Sameep Mehta Nishtha Madaan AILaw 27 7 0 27 Feb 2024
Balanced Data Sampling for Language Model Training with Clustering Yunfan Shao Linyang Li Zhaoye Fei Hang Yan Dahua Lin Xipeng Qiu 29 8 0 22 Feb 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 29 13 0 21 Feb 2024
Setting the Record Straight on Transformer Oversmoothing G. Dovonon M. Bronstein Matt J. Kusner 20 5 0 09 Jan 2024
DYAD: A Descriptive Yet Abjuring Density efficient approximation to linear neural network layers S. Chandy Varun Gangal Yi Yang Gabriel Maggiotti 25 0 0 11 Dec 2023
ChapGTP, ILLC's Attempt at Raising a BabyLM: Improving Data Efficiency by Automatic Task Formation Jaap Jumelet Michael Hanna Marianne de Heer Kloots Anna Langedijk Charlotte Pouw Oskar van der Wal 15 3 0 17 Oct 2023
D2 Pruning: Message Passing for Balancing Diversity and Difficulty in Data Pruning A. Maharana Prateek Yadav Mohit Bansal 14 28 0 11 Oct 2023
No Train No Gain: Revisiting Efficient Training Algorithms For Transformer-based Language Models Jean Kaddour Oscar Key Piotr Nawrot Pasquale Minervini Matt J. Kusner 13 41 0 12 Jul 2023
A Pretrainer's Guide to Training Data: Measuring the Effects of Data Age, Domain Coverage, Quality, & Toxicity Shayne Longpre Gregory Yauney Emily Reif Katherine Lee Adam Roberts ... Denny Zhou Jason W. Wei Kevin Robinson David M. Mimno Daphne Ippolito 16 146 0 22 May 2023
Spawrious: A Benchmark for Fine Control of Spurious Correlation Biases Aengus Lynch G. Dovonon Jean Kaddour Ricardo M. A. Silva 184 30 0 09 Mar 2023
SpikeGPT: Generative Pre-trained Language Model with Spiking Neural Networks Rui-Jie Zhu Qihang Zhao Guoqi Li Jason Eshraghian BDL VLM 24 80 0 27 Feb 2023
Pile of Law: Learning Responsible Data Filtering from the Law and a 256GB Open-Source Legal Dataset Peter Henderson M. Krass Lucia Zheng Neel Guha Christopher D. Manning Dan Jurafsky Daniel E. Ho AILaw ELM 129 94 0 01 Jul 2022
NLP From Scratch Without Large-Scale Pretraining: A Simple and Efficient Framework Xingcheng Yao Yanan Zheng Xiaocong Yang Zhilin Yang 24 44 0 07 Nov 2021
Deduplicating Training Data Makes Language Models Better Katherine Lee Daphne Ippolito A. Nystrom Chiyuan Zhang Douglas Eck Chris Callison-Burch Nicholas Carlini SyDa 237 588 0 14 Jul 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 245 1,977 0 31 Dec 2020
GLUE: A Multi-Task Benchmark and Analysis Platform for Natural Language Understanding Alex Jinpeng Wang Amanpreet Singh Julian Michael Felix Hill Omer Levy Samuel R. Bowman ELM 294 6,927 0 20 Apr 2018