When BERT Plays the Lottery, All Tickets Are Winning

1 May 2020

Papers citing "When BERT Plays the Lottery, All Tickets Are Winning"

37 / 37 papers shown

Title
Are formal and functional linguistic mechanisms dissociated in language models? Michael Hanna Sandro Pezzelle Yonatan Belinkov 50 0 0 14 Mar 2025
NeuroPrune: A Neuro-inspired Topological Sparse Training Algorithm for Large Language Models Amit Dhurandhar Tejaswini Pedapati Ronny Luss Soham Dan Aurélie C. Lozano Payel Das Georgios Kollias 22 3 0 28 Feb 2024
Adaptive Sparsity Level during Training for Efficient Time Series Forecasting with Transformers Zahra Atashgahi Mykola Pechenizkiy Raymond N. J. Veldhuis Decebal Constantin Mocanu AI4TS AI4CE 34 1 0 28 May 2023
Gradient-Free Structured Pruning with Unlabeled Data Azade Nova H. Dai Dale Schuurmans SyDa 40 20 0 07 Mar 2023
MUX-PLMs: Data Multiplexing for High-throughput Language Models Vishvak Murahari Ameet Deshpande Carlos E. Jimenez Izhak Shafran Mingqiu Wang Yuan Cao Karthik Narasimhan MoE 26 5 0 24 Feb 2023
Modular Deep Learning Jonas Pfeiffer Sebastian Ruder Ivan Vulić E. Ponti MoMe OOD 32 73 0 22 Feb 2023
An Empirical Study on the Transferability of Transformer Modules in Parameter-Efficient Fine-Tuning Mohammad AkbarTajari S. Rajaee Mohammad Taher Pilehvar 11 2 0 01 Feb 2023
Robust Lottery Tickets for Pre-trained Language Models Rui Zheng Rong Bao Yuhao Zhou Di Liang Sirui Wang Wei Wu Tao Gui Qi Zhang Xuanjing Huang AAML 30 13 0 06 Nov 2022
Data-Efficient Cross-Lingual Transfer with Language-Specific Subnetworks Rochelle Choenni Dan Garrette Ekaterina Shutova 24 2 0 31 Oct 2022
Compressing And Debiasing Vision-Language Pre-Trained Models for Visual Question Answering Q. Si Yuanxin Liu Zheng Lin Peng Fu Weiping Wang VLM 42 1 0 26 Oct 2022
Parameter-Efficient Tuning with Special Token Adaptation Xiaoocong Yang James Y. Huang Wenxuan Zhou Muhao Chen 34 12 0 10 Oct 2022
Doge Tickets: Uncovering Domain-general Language Models by Playing Lottery Tickets Yi Yang Chen Zhang Benyou Wang Dawei Song LRM 24 6 0 20 Jul 2022
The Topological BERT: Transforming Attention into Topology for Natural Language Processing Ilan Perez Raphael Reinauer 30 17 0 30 Jun 2022
Diverse Lottery Tickets Boost Ensemble from a Single Pretrained Model Sosuke Kobayashi Shun Kiyono Jun Suzuki Kentaro Inui MoMe 29 7 0 24 May 2022
Outliers Dimensions that Disrupt Transformers Are Driven by Frequency Giovanni Puccetti Anna Rogers Aleksandr Drozd F. Dell’Orletta 79 42 0 23 May 2022
Life after BERT: What do Other Muppets Understand about Language? Vladislav Lialin Kevin Zhao Namrata Shivagunde Anna Rumshisky 47 6 0 21 May 2022
Structured Pruning Learns Compact and Accurate Models Mengzhou Xia Zexuan Zhong Danqi Chen VLM 9 177 0 01 Apr 2022
Playing Lottery Tickets in Style Transfer Models Meihao Kong Jing Huo Wenbin Li Jing Wu Yu-Kun Lai Yang Gao 27 1 0 25 Mar 2022
Can Model Compression Improve NLP Fairness Guangxuan Xu Qingyuan Hu 31 26 0 21 Jan 2022
From Dense to Sparse: Contrastive Pruning for Better Pre-trained Language Model Compression Runxin Xu Fuli Luo Chengyu Wang Baobao Chang Jun Huang Songfang Huang Fei Huang VLM 27 25 0 14 Dec 2021
Pruning Self-attentions into Convolutional Layers in Single Path Haoyu He Jianfei Cai Jing Liu Zizheng Pan Jing Zhang Dacheng Tao Bohan Zhuang ViT 34 40 0 23 Nov 2021
Recent Advances in Natural Language Processing via Large Pre-Trained Language Models: A Survey Bonan Min Hayley L Ross Elior Sulem Amir Pouran Ben Veyseh Thien Huu Nguyen Oscar Sainz Eneko Agirre Ilana Heinz Dan Roth LM&MA VLM AI4CE 83 1,035 0 01 Nov 2021
Accelerating Framework of Transformer by Hardware Design and Model Compression Co-Optimization Panjie Qi E. Sha Qingfeng Zhuge Hongwu Peng Shaoyi Huang Zhenglun Kong Yuhong Song Bingbing Li 11 49 0 19 Oct 2021
Understanding and Overcoming the Challenges of Efficient Transformer Quantization Yelysei Bondarenko Markus Nagel Tijmen Blankevoort MQ 25 133 0 27 Sep 2021
Survey: Transformer based Video-Language Pre-training Ludan Ruan Qin Jin VLM ViT 72 44 0 21 Sep 2021
What's Hidden in a One-layer Randomly Weighted Transformer? Sheng Shen Z. Yao Douwe Kiela Kurt Keutzer Michael W. Mahoney 32 4 0 08 Sep 2021
Differentiable Subset Pruning of Transformer Heads Jiaoda Li Ryan Cotterell Mrinmaya Sachan 45 53 0 10 Aug 2021
Learned Token Pruning for Transformers Sehoon Kim Sheng Shen D. Thorsley A. Gholami Woosuk Kwon Joseph Hassoun Kurt Keutzer 17 146 0 02 Jul 2021
Sanity Checks for Lottery Tickets: Does Your Winning Ticket Really Win the Jackpot? Xiaolong Ma Geng Yuan Xuan Shen Tianlong Chen Xuxi Chen ... Ning Liu Minghai Qin Sijia Liu Zhangyang Wang Yanzhi Wang 24 63 0 01 Jul 2021
BitFit: Simple Parameter-efficient Fine-tuning for Transformer-based Masked Language-models Elad Ben-Zaken Shauli Ravfogel Yoav Goldberg 82 1,154 0 18 Jun 2021
Pre-Trained Models: Past, Present and Future Xu Han Zhengyan Zhang Ning Ding Yuxian Gu Xiao Liu ... Jie Tang Ji-Rong Wen Jinhui Yuan Wayne Xin Zhao Jun Zhu AIFin MQ AI4MH 58 815 0 14 Jun 2021
Compacter: Efficient Low-Rank Hypercomplex Adapter Layers Rabeeh Karimi Mahabadi James Henderson Sebastian Ruder MoE 67 468 0 08 Jun 2021
Playing Lottery Tickets with Vision and Language Zhe Gan Yen-Chun Chen Linjie Li Tianlong Chen Yu Cheng Shuohang Wang Jingjing Liu Lijuan Wang Zicheng Liu VLM 109 54 0 23 Apr 2021
The Rediscovery Hypothesis: Language Models Need to Meet Linguistics Vassilina Nikoulina Maxat Tezekbayev Nuradil Kozhakhmet Madina Babazhanova Matthias Gallé Z. Assylbekov 34 8 0 02 Mar 2021
The Lottery Tickets Hypothesis for Supervised and Self-supervised Pre-training in Computer Vision Models Tianlong Chen Jonathan Frankle Shiyu Chang Sijia Liu Yang Zhang Michael Carbin Zhangyang Wang 27 122 0 12 Dec 2020
The Lottery Ticket Hypothesis for Pre-trained BERT Networks Tianlong Chen Jonathan Frankle Shiyu Chang Sijia Liu Yang Zhang Zhangyang Wang Michael Carbin 156 345 0 23 Jul 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 299 6,984 0 20 Apr 2018