BitFit: Simple Parameter-efficient Fine-tuning for Transformer-based Masked Language-models

18 June 2021

Papers citing "BitFit: Simple Parameter-efficient Fine-tuning for Transformer-based Masked Language-models"

50 / 821 papers shown

Title
Ladder Fine-tuning approach for SAM integrating complementary network Shurong Chai R. Jain Shiyu Teng Jiaqing Liu Yinhao Li T. Tateyama Yen-wei Chen MedIm 30 31 0 22 Jun 2023
Parameter-efficient is not sufficient: Exploring Parameter, Memory, and Time Efficient Adapter Tuning for Dense Predictions Dongshuo Yin Xueting Han Bin Li Hao Feng Jinghua Bai VPVLM 36 18 0 16 Jun 2023
One-for-All: Generalized LoRA for Parameter-Efficient Fine-tuning Arnav Chavan Zhuang Liu D. K. Gupta Eric P. Xing Zhiqiang Shen 36 87 0 13 Jun 2023
Morphosyntactic probing of multilingual BERT models Judit Ács Endre Hamerlik Roy Schwartz Noah A. Smith András Kornai 35 9 0 09 Jun 2023
Git-Theta: A Git Extension for Collaborative Development of Machine Learning Models Nikhil Kandpal Brian Lester Mohammed Muqeeth Anisha Mascarenhas Monty Evans Vishal Baskaran Tenghao Huang Haokun Liu Colin Raffel VLM 24 10 0 07 Jun 2023
ViDA: Homeostatic Visual Domain Adapter for Continual Test Time Adaptation Jiaming Liu Senqiao Yang Peidong Jia Renrui Zhang Ming Lu Yandong Guo Wei Xue Shanghang Zhang TTA OOD VLM 30 36 0 07 Jun 2023
Inference-Time Intervention: Eliciting Truthful Answers from a Language Model Kenneth Li Oam Patel Fernanda Viégas Hanspeter Pfister Martin Wattenberg KELM HILM 43 485 0 06 Jun 2023
Sensitivity-Aware Finetuning for Accuracy Recovery on Deep Learning Hardware Lakshmi Nair D. Bunandar 22 0 0 05 Jun 2023
Cross-Lingual Transfer with Target Language-Ready Task Adapters Marinela Parović Alan Ansell Ivan Vulić Anna Korhonen 40 9 0 05 Jun 2023
Prompt to be Consistent is Better than Self-Consistent? Few-Shot and Zero-Shot Fact Verification with Pre-trained Language Models Fengzhu Zeng Wei Gao 23 5 0 05 Jun 2023
bgGLUE: A Bulgarian General Language Understanding Evaluation Benchmark Momchil Hardalov Pepa Atanasova Todor Mihaylov G. Angelova K. Simov P. Osenova Ves Stoyanov Ivan Koychev Preslav Nakov Dragomir R. Radev ELM FedML 29 4 0 04 Jun 2023
Exploring the Impact of Model Scaling on Parameter-Efficient Tuning Yusheng Su Chi-Min Chan Jiali Cheng Yujia Qin Yankai Lin ... Ning Ding Xingzhi Sun Guotong Xie Zhiyuan Liu Maosong Sun 24 6 0 04 Jun 2023
Benchmarking Robustness of Adaptation Methods on Pre-trained Vision-Language Models Shuo Chen Jindong Gu Zhen Han Yunpu Ma Philip Torr Volker Tresp VPVLM VLM 45 17 0 03 Jun 2023
UniDiff: Advancing Vision-Language Models with Generative and Discriminative Learning Xiao Dong Runhu Huang Xiaoyong Wei Zequn Jie Jianxing Yu Jian Yin Xiaodan Liang VLM DiffM 42 1 0 01 Jun 2023
Jointly Reparametrized Multi-Layer Adaptation for Efficient and Private Tuning Umang Gupta Aram Galstyan Greg Ver Steeg 11 2 0 30 May 2023
PreQuant: A Task-agnostic Quantization Approach for Pre-trained Language Models Zhuocheng Gong Jiahao Liu Qifan Wang Yang Yang Jingang Wang Wei Wu Yunsen Xian Dongyan Zhao Rui Yan MQ 35 5 0 30 May 2023
Universality and Limitations of Prompt Tuning Yihan Wang Jatin Chauhan Wei Wang Cho-Jui Hsieh 57 17 0 30 May 2023
Domain Specialization as the Key to Make Large Language Models Disruptive: A Comprehensive Survey Chen Ling Xujiang Zhao Jiaying Lu Chengyuan Deng Can Zheng ... Chris White Quanquan Gu Jian Pei Carl Yang Liang Zhao ALM 33 126 0 30 May 2023
Efficient Storage of Fine-Tuned Models via Low-Rank Approximation of Weight Residuals Simo Ryu S. Seo Jaejun Yoo 37 5 0 28 May 2023
Plug-and-Play Knowledge Injection for Pre-trained Language Models Zhengyan Zhang Zhiyuan Zeng Yankai Lin Huadong Wang Deming Ye ... Xu Han Zhiyuan Liu Peng Li Maosong Sun Jie Zhou KELM 46 11 0 28 May 2023
Stochastic Bridges as Effective Regularizers for Parameter-Efficient Tuning Weize Chen Xu Han Yankai Lin Zhiyuan Liu Maosong Sun Jie Zhou 21 1 0 28 May 2023
Plug-and-Play Document Modules for Pre-trained Models Chaojun Xiao Zhengyan Zhang Xu Han Chi-Min Chan Yankai Lin Zhiyuan Liu Xiangyang Li Zhonghua Li Bo Zhao Maosong Sun KELM 34 5 0 28 May 2023
Fine-tuning Happens in Tiny Subspaces: Exploring Intrinsic Task-specific Subspaces of Pre-trained Language Models Zhong Zhang Bang Liu Junming Shao 30 7 0 27 May 2023
Weaker Than You Think: A Critical Look at Weakly Supervised Learning D. Zhu Xiaoyu Shen Marius Mosbach Andreas Stephan Dietrich Klakow NoLa 39 9 0 27 May 2023
Do We Really Need a Large Number of Visual Prompts? Youngeun Kim Yuhang Li Abhishek Moitra Ruokai Yin Priyadarshini Panda VLM VPVLM 46 5 0 26 May 2023
Few-shot Fine-tuning vs. In-context Learning: A Fair Comparison and Evaluation Marius Mosbach Tiago Pimentel Shauli Ravfogel Dietrich Klakow Yanai Elazar 52 124 0 26 May 2023
Parameter-Efficient Fine-Tuning without Introducing New Latency Baohao Liao Yan Meng Christof Monz 24 49 0 26 May 2023
Neural Architecture Search for Parameter-Efficient Fine-tuning of Large Pre-trained Language Models Neal Lawton Anoop Kumar Govind Thattai Aram Galstyan Greg Ver Steeg 25 16 0 26 May 2023
READ: Recurrent Adaptation of Large Transformers Sida I. Wang John Nguyen Ke Li Carole-Jean Wu 28 11 0 24 May 2023
MultiFusion: Fusing Pre-Trained Models for Multi-Lingual, Multi-Modal Image Generation Marco Bellagente Manuel Brack H. Teufel Felix Friedrich Bjorn Deiseroth ... Koen Oostermeijer Andres Felipe Cruz Salinas P. Schramowski Kristian Kersting Samuel Weinbach 45 16 0 24 May 2023
Winner-Take-All Column Row Sampling for Memory Efficient Adaptation of Language Model Zirui Liu Guanchu Wang Shaochen Zhong Zhaozhuo Xu Daochen Zha ... Zhimeng Jiang Kaixiong Zhou V. Chaudhary Shuai Xu Xia Hu 47 12 0 24 May 2023
Towards Adaptive Prefix Tuning for Parameter-Efficient Language Model Fine-tuning Zhen-Ru Zhang Chuanqi Tan Haiyang Xu Chengyu Wang Jun Huang Songfang Huang 33 29 0 24 May 2023
Bactrian-X: Multilingual Replicable Instruction-Following Models with Low-Rank Adaptation Haonan Li Fajri Koto Minghao Wu Alham Fikri Aji Timothy Baldwin ALM 16 74 0 24 May 2023
Few-shot Unified Question Answering: Tuning Models or Prompts? Srijan Bansal Semih Yavuz Bo Pang Meghana Moorthy Bhat Yingbo Zhou 36 2 0 23 May 2023
QLoRA: Efficient Finetuning of Quantized LLMs Tim Dettmers Artidoro Pagnoni Ari Holtzman Luke Zettlemoyer ALM 73 2,361 0 23 May 2023
TaskWeb: Selecting Better Source Tasks for Multi-task NLP Joongwon Kim Akari Asai Gabriel Ilharco Hannaneh Hajishirzi 29 11 0 22 May 2023
SPARSEFIT: Few-shot Prompting with Sparse Fine-tuning for Jointly Generating Predictions and Natural Language Explanations Jesus Solano Oana-Maria Camburu Pasquale Minervini 20 1 0 22 May 2023
TADA: Efficient Task-Agnostic Domain Adaptation for Transformers Chia-Chien Hung Lukas Lange Jannik Strötgen 30 9 0 22 May 2023
Prefix Propagation: Parameter-Efficient Tuning for Long Sequences Jonathan Li Will Aitken R. Bhambhoria Xiao-Dan Zhu 17 14 0 20 May 2023
ToolkenGPT: Augmenting Frozen Language Models with Massive Tools via Tool Embeddings Shibo Hao Tianyang Liu Zhen Wang Zhiting Hu RALM LLMAG 66 173 0 19 May 2023
A Parameter-Efficient Learning Approach to Arabic Dialect Identification with Pre-Trained General-Purpose Speech Model S. Radhakrishnan Chao-Han Huck Yang S. Khan N. Kiani D. Gómez-Cabrero Jesper N. Tegnér 28 12 0 18 May 2023
Ahead-of-Time P-Tuning Daniil Gavrilov Nikita Balagansky 40 1 0 18 May 2023
G-Adapter: Towards Structure-Aware Parameter-Efficient Transfer Learning for Graph Transformer Networks Anchun Gui Jinqiang Ye Han Xiao 27 19 0 17 May 2023
When Gradient Descent Meets Derivative-Free Optimization: A Match Made in Black-Box Scenario Chengcheng Han Liqing Cui Renyu Zhu Jie Wang Nuo Chen Qiushi Sun Xiang Li Ming Gao 36 7 0 17 May 2023
Knowledge Card: Filling LLMs' Knowledge Gaps with Plug-in Specialized Language Models Shangbin Feng Weijia Shi Yuyang Bai Vidhisha Balachandran Tianxing He Yulia Tsvetkov KELM 50 30 0 17 May 2023
Memorization for Good: Encryption with Autoregressive Language Models Samuel Stevens Yung-Chun Su 20 0 0 15 May 2023
Parameter-Efficient Fine-Tuning with Layer Pruning on Free-Text Sequence-to-Sequence Modeling Y. Zhu Xuebing Yang Yuanyuan Wu Wensheng Zhang MedIm 25 2 0 15 May 2023
Parameter-Efficient Fine-Tuning for Medical Image Analysis: The Missed Opportunity Raman Dutt Linus Ericsson Pedro Sanchez Sotirios A. Tsaftaris Timothy M. Hospedales MedIm 35 50 0 14 May 2023
Make Prompt-based Black-Box Tuning Colorful: Boosting Model Generalization from Three Orthogonal Perspectives Qiushi Sun Chengcheng Han Nuo Chen Renyu Zhu Jing Gong Xiang Li Ming Gao VLM 27 8 0 14 May 2023
ArtGPT-4: Towards Artistic-understanding Large Vision-Language Models with Enhanced Adapter Zheng Yuan HU Xue Kun Wang Yongming Liu Kun Wang VLM MLLM 29 5 0 12 May 2023