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Should You Mask 15% in Masked Language Modeling?

16 February 2022

Alexander Wettig

Papers citing "Should You Mask 15% in Masked Language Modeling?"

43 / 43 papers shown

Title
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 190 120 0 10 Apr 2025
EuroBERT: Scaling Multilingual Encoders for European Languages Nicolas Boizard Hippolyte Gisserot-Boukhlef Duarte M. Alves André F. T. Martins Ayoub Hammal ... Maxime Peyrard Nuno M. Guerreiro Patrick Fernandes Ricardo Rei Pierre Colombo 515 3 0 07 Mar 2025
Sequence-level Large Language Model Training with Contrastive Preference Optimization Zhili Feng Dhananjay Ram Cole Hawkins Aditya Rawal Jinman Zhao Sheng Zha 102 1 0 23 Feb 2025
Task-Informed Anti-Curriculum by Masking Improves Downstream Performance on Text Andrei Jarca Florinel-Alin Croitoru Radu Tudor Ionescu 106 1 0 18 Feb 2025
An Annotated Dataset of Errors in Premodern Greek and Baselines for Detecting Them Creston Brooks J. Haubold Charlie Cowen-Breen Jay White Desmond DeVaul Frederick Riemenschneider Karthik Narasimhan B. Graziosi 117 0 0 14 Oct 2024
netFound: Foundation Model for Network Security Satyandra Guthula Navya Battula Roman Beltiukov Wenbo Guo Arpit Gupta Inder Monga 123 19 0 25 Oct 2023
Privacy-Preserving Prompt Tuning for Large Language Model Services Yansong Li Zhixing Tan Yang Liu SILM VLM 93 68 0 10 May 2023
Mask More and Mask Later: Efficient Pre-training of Masked Language Models by Disentangling the [MASK] Token Baohao Liao David Thulke Sanjika Hewavitharana Hermann Ney Christof Monz 66 9 0 09 Nov 2022
VideoMAE: Masked Autoencoders are Data-Efficient Learners for Self-Supervised Video Pre-Training Zhan Tong Yibing Song Jue Wang Limin Wang ViT 230 1,207 0 23 Mar 2022
How does the pre-training objective affect what large language models learn about linguistic properties? Ahmed Alajrami Nikolaos Aletras 62 20 0 20 Mar 2022
Masked Autoencoders Are Scalable Vision Learners Kaiming He Xinlei Chen Saining Xie Yanghao Li Piotr Dollár Ross B. Girshick ViT TPM 480 7,837 0 11 Nov 2021
Does Pretraining for Summarization Require Knowledge Transfer? Kundan Krishna Jeffrey P. Bigham Zachary Chase Lipton 73 39 0 10 Sep 2021
Frustratingly Simple Pretraining Alternatives to Masked Language Modeling Atsuki Yamaguchi G. Chrysostomou Katerina Margatina Nikolaos Aletras 58 25 0 04 Sep 2021
On the Influence of Masking Policies in Intermediate Pre-training Qinyuan Ye Belinda Z. Li Sinong Wang Benjamin Bolte Hao Ma Wen-tau Yih Xiang Ren Madian Khabsa 81 12 0 18 Apr 2021
How to Train BERT with an Academic Budget Peter Izsak Moshe Berchansky Omer Levy 105 119 0 15 Apr 2021
Masked Language Modeling and the Distributional Hypothesis: Order Word Matters Pre-training for Little Koustuv Sinha Robin Jia Dieuwke Hupkes J. Pineau Adina Williams Douwe Kiela 100 247 0 14 Apr 2021
PMI-Masking: Principled masking of correlated spans Yoav Levine Barak Lenz Opher Lieber Omri Abend Kevin Leyton-Brown Moshe Tennenholtz Y. Shoham 58 73 0 05 Oct 2020
wav2vec 2.0: A Framework for Self-Supervised Learning of Speech Representations Alexei Baevski Henry Zhou Abdel-rahman Mohamed Michael Auli SSL 301 5,849 0 20 Jun 2020
DeBERTa: Decoding-enhanced BERT with Disentangled Attention Pengcheng He Xiaodong Liu Jianfeng Gao Weizhu Chen AAML 169 2,761 0 05 Jun 2020
Language Models are Few-Shot Learners Tom B. Brown Benjamin Mann Nick Ryder Melanie Subbiah Jared Kaplan ... Christopher Berner Sam McCandlish Alec Radford Ilya Sutskever Dario Amodei BDL 904 42,520 0 28 May 2020
Probabilistically Masked Language Model Capable of Autoregressive Generation in Arbitrary Word Order Yi-Lun Liao Xin Jiang Qun Liu 49 40 0 24 Apr 2020
BLiMP: The Benchmark of Linguistic Minimal Pairs for English Alex Warstadt Alicia Parrish Haokun Liu Anhad Mohananey Wei Peng Sheng-Fu Wang Samuel R. Bowman 100 495 0 02 Dec 2019
BART: Denoising Sequence-to-Sequence Pre-training for Natural Language Generation, Translation, and Comprehension M. Lewis Yinhan Liu Naman Goyal Marjan Ghazvininejad Abdel-rahman Mohamed Omer Levy Veselin Stoyanov Luke Zettlemoyer AIMat VLM 266 10,880 0 29 Oct 2019
Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer Colin Raffel Noam M. Shazeer Adam Roberts Katherine Lee Sharan Narang Michael Matena Yanqi Zhou Wei Li Peter J. Liu AIMat 506 20,376 0 23 Oct 2019
ALBERT: A Lite BERT for Self-supervised Learning of Language Representations Zhenzhong Lan Mingda Chen Sebastian Goodman Kevin Gimpel Piyush Sharma Radu Soricut SSL AIMat 373 6,472 0 26 Sep 2019
Megatron-LM: Training Multi-Billion Parameter Language Models Using Model Parallelism Mohammad Shoeybi M. Patwary Raul Puri P. LeGresley Jared Casper Bryan Catanzaro MoE 343 1,920 0 17 Sep 2019
The Bottom-up Evolution of Representations in the Transformer: A Study with Machine Translation and Language Modeling Objectives Elena Voita Rico Sennrich Ivan Titov 294 187 0 03 Sep 2019
RoBERTa: A Robustly Optimized BERT Pretraining Approach Yinhan Liu Myle Ott Naman Goyal Jingfei Du Mandar Joshi Danqi Chen Omer Levy M. Lewis Luke Zettlemoyer Veselin Stoyanov AIMat 700 24,572 0 26 Jul 2019
SpanBERT: Improving Pre-training by Representing and Predicting Spans Mandar Joshi Danqi Chen Yinhan Liu Daniel S. Weld Luke Zettlemoyer Omer Levy 171 1,969 0 24 Jul 2019
MASS: Masked Sequence to Sequence Pre-training for Language Generation Kaitao Song Xu Tan Tao Qin Jianfeng Lu Tie-Yan Liu 134 966 0 07 May 2019
fairseq: A Fast, Extensible Toolkit for Sequence Modeling Myle Ott Sergey Edunov Alexei Baevski Angela Fan Sam Gross Nathan Ng David Grangier Michael Auli VLM FaML 132 3,159 0 01 Apr 2019
Sentence Encoders on STILTs: Supplementary Training on Intermediate Labeled-data Tasks Jason Phang Thibault Févry Samuel R. Bowman 111 470 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
Neural Network Acceptability Judgments Alex Warstadt Amanpreet Singh Samuel R. Bowman 255 1,413 0 31 May 2018
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 1.1K 7,201 0 20 Apr 2018
SemEval-2017 Task 1: Semantic Textual Similarity - Multilingual and Cross-lingual Focused Evaluation Daniel Cer Mona T. Diab Eneko Agirre I. Lopez-Gazpio Lucia Specia 448 1,891 0 31 Jul 2017
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
A Broad-Coverage Challenge Corpus for Sentence Understanding through Inference Adina Williams Nikita Nangia Samuel R. Bowman 526 4,497 0 18 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
Neural Machine Translation of Rare Words with Subword Units Rico Sennrich Barry Haddow Alexandra Birch 238 7,765 0 31 Aug 2015
Aligning Books and Movies: Towards Story-like Visual Explanations by Watching Movies and Reading Books Yukun Zhu Ryan Kiros R. Zemel Ruslan Salakhutdinov R. Urtasun Antonio Torralba Sanja Fidler 142 2,555 0 22 Jun 2015
One Billion Word Benchmark for Measuring Progress in Statistical Language Modeling Ciprian Chelba Tomas Mikolov M. Schuster Qi Ge T. Brants P. Koehn T. Robinson 190 1,109 0 11 Dec 2013
Efficient Estimation of Word Representations in Vector Space Tomas Mikolov Kai Chen G. Corrado J. Dean 3DV 693 31,571 0 16 Jan 2013