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The Power of Scale for Parameter-Efficient Prompt Tuning

18 April 2021

Papers citing "The Power of Scale for Parameter-Efficient Prompt Tuning"

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Title
Contrastive Demonstration Tuning for Pre-trained Language Models Xiaozhuan Liang Ningyu Zhang Shuyang Cheng Zhenru Zhang Chuanqi Tan Huajun Chen VLM ALM VPVLM 111 9 0 09 Apr 2022
Unsupervised Prompt Learning for Vision-Language Models Hao Huang Jack Chu Fangyun Wei VPVLM MLLM VLM 110 133 0 07 Apr 2022
Parameter-Efficient Neural Reranking for Cross-Lingual and Multilingual Retrieval Robert Litschko Ivan Vulić Goran Glavaš LRM 146 15 0 05 Apr 2022
PERFECT: Prompt-free and Efficient Few-shot Learning with Language Models Rabeeh Karimi Mahabadi Luke Zettlemoyer James Henderson Marzieh Saeidi Lambert Mathias Ves Stoyanov Majid Yazdani VLM 81 72 0 03 Apr 2022
CTRLEval: An Unsupervised Reference-Free Metric for Evaluating Controlled Text Generation Pei Ke Hao Zhou Yankai Lin Peng Li Jie Zhou Xiaoyan Zhu Minlie Huang 95 40 0 02 Apr 2022
Exploring Visual Prompts for Adapting Large-Scale Models Hyojin Bahng Ali Jahanian S. Sankaranarayanan Phillip Isola VLM VPVLM LRM 91 273 0 31 Mar 2022
SpeechPrompt: An Exploration of Prompt Tuning on Generative Spoken Language Model for Speech Processing Tasks Kai-Wei Chang Wei-Cheng Tseng Shang-Wen Li Hung-yi Lee 101 23 0 31 Mar 2022
STaR: Bootstrapping Reasoning With Reasoning E. Zelikman Yuhuai Wu Jesse Mu Noah D. Goodman ReLM LRM 157 512 0 28 Mar 2022
Multi-modal Misinformation Detection: Approaches, Challenges and Opportunities S. Abdali Sina shaham Bhaskar Krishnamachari 124 24 0 25 Mar 2022
Recommendation as Language Processing (RLP): A Unified Pretrain, Personalized Prompt & Predict Paradigm (P5) Shijie Geng Shuchang Liu Zuohui Fu Yingqiang Ge Yongfeng Zhang VLM AI4TS 180 494 0 24 Mar 2022
Shoring Up the Foundations: Fusing Model Embeddings and Weak Supervision Mayee F. Chen Daniel Y. Fu Dyah Adila Michael Zhang Frederic Sala Kayvon Fatahalian Christopher Ré 66 20 0 24 Mar 2022
A Scalable Model Specialization Framework for Training and Inference using Submodels and its Application to Speech Model Personalization Fadi Biadsy Youzheng Chen Xia Zhang Oleg Rybakov Andrew Rosenberg Pedro J. Moreno 113 13 0 23 Mar 2022
Visual Prompt Tuning Menglin Jia Luming Tang Bor-Chun Chen Claire Cardie Serge Belongie Bharath Hariharan Ser-Nam Lim VLM VPVLM 235 1,655 0 23 Mar 2022
How well does CLIP understand texture? Chenyun Wu Subhransu Maji 69 7 0 22 Mar 2022
On Robust Prefix-Tuning for Text Classification Zonghan Yang Yang Liu VLM 68 21 0 19 Mar 2022
Prototypical Verbalizer for Prompt-based Few-shot Tuning Ganqu Cui Shengding Hu Ning Ding Longtao Huang Zhiyuan Liu VLM 67 99 0 18 Mar 2022
PRBoost: Prompt-Based Rule Discovery and Boosting for Interactive Weakly-Supervised Learning Rongzhi Zhang Yue Yu Pranav Shetty Le Song Chao Zhang 136 25 0 18 Mar 2022
Multi-Stage Prompting for Knowledgeable Dialogue Generation Zihan Liu M. Patwary R. Prenger Shrimai Prabhumoye Ming-Yu Liu Mohammad Shoeybi Bryan Catanzaro 63 50 0 16 Mar 2022
Continuous Detection, Rapidly React: Unseen Rumors Detection based on Continual Prompt-Tuning Yuhui Zuo Wei Zhu Guoyong Cai CLL VLM 90 11 0 16 Mar 2022
Iteratively Prompt Pre-trained Language Models for Chain of Thought Boshi Wang Xiang Deng Huan Sun KELM ReLM LRM 133 103 0 16 Mar 2022
Hyperdecoders: Instance-specific decoders for multi-task NLP Hamish Ivison Matthew E. Peters AI4CE 115 22 0 15 Mar 2022
Modular and Parameter-Efficient Multimodal Fusion with Prompting Sheng Liang Mengjie Zhao Hinrich Schütze 93 45 0 15 Mar 2022
GrIPS: Gradient-free, Edit-based Instruction Search for Prompting Large Language Models Archiki Prasad Peter Hase Xiang Zhou Joey Tianyi Zhou 123 124 0 14 Mar 2022
Delta Tuning: A Comprehensive Study of Parameter Efficient Methods for Pre-trained Language Models Ning Ding Yujia Qin Guang Yang Fu Wei Zonghan Yang ... Jianfei Chen Yang Liu Jie Tang Juan Li Maosong Sun 108 205 0 14 Mar 2022
Improved Universal Sentence Embeddings with Prompt-based Contrastive Learning and Energy-based Learning Yuxin Jiang Linhan Zhang Wei Wang SSL 65 47 0 14 Mar 2022
Continual Prompt Tuning for Dialog State Tracking Qi Zhu Bing Li Fei Mi Xiaoyan Zhu Minlie Huang CLL KELM 92 60 0 13 Mar 2022
A Sentence is Worth 128 Pseudo Tokens: A Semantic-Aware Contrastive Learning Framework for Sentence Embeddings Haochen Tan Wei Shao Han Wu Ke Yang Linqi Song 52 19 0 11 Mar 2022
Conditional Prompt Learning for Vision-Language Models Kaiyang Zhou Jingkang Yang Chen Change Loy Ziwei Liu VLM CLIP VPVLM 163 1,362 0 10 Mar 2022
HealthPrompt: A Zero-shot Learning Paradigm for Clinical Natural Language Processing Sonish Sivarajkumar Yanshan Wang VLM LM&MA 103 58 0 09 Mar 2022
HyperPELT: Unified Parameter-Efficient Language Model Tuning for Both Language and Vision-and-Language Tasks Zhengkun Zhang Wenya Guo Xiaojun Meng Yasheng Wang Yadao Wang Xin Jiang Qun Liu Zhenglu Yang 80 17 0 08 Mar 2022
Input-Tuning: Adapting Unfamiliar Inputs to Frozen Pretrained Models Shengnan An Yifei Li Zeqi Lin Qian Liu Bei Chen Qiang Fu Weizhu Chen Nanning Zheng Jian-Guang Lou VLM AAML 93 43 0 07 Mar 2022
Unfreeze with Care: Space-Efficient Fine-Tuning of Semantic Parsing Models Weiqi Sun Haidar Khan Nicolas Guenon des Mesnards M. Rubino Konstantine Arkoudas 124 5 0 05 Mar 2022
Controlling the Focus of Pretrained Language Generation Models Jiabao Ji Yoon Kim James R. Glass Tianxing He 121 5 0 02 Mar 2022
HyperPrompt: Prompt-based Task-Conditioning of Transformers Yun He H. Zheng Yi Tay Jai Gupta Yu Du ... Yaguang Li Zhaoji Chen Donald Metzler Heng-Tze Cheng Ed H. Chi LRM VLM 93 93 0 01 Mar 2022
MERIt: Meta-Path Guided Contrastive Learning for Logical Reasoning Fangkai Jiao Yangyang Guo Xuemeng Song Liqiang Nie LRM 61 37 0 01 Mar 2022
Prompt-Learning for Short Text Classification Yi Zhu Xinke Zhou Jipeng Qiang Yun Li Yunhao Yuan Xindong Wu VLM 69 36 0 23 Feb 2022
Fine-Tuning can Distort Pretrained Features and Underperform Out-of-Distribution Ananya Kumar Aditi Raghunathan Robbie Jones Tengyu Ma Percy Liang OODD 177 687 0 21 Feb 2022
$$\mathcal{Y}$-Tuning: An Efficient Tuning Paradigm for Large-Scale Pre-Trained Models via Label Representation Learning$ $\mathcal{Y}$ -Tuning: An Efficient Tuning Paradigm for Large-Scale Pre-Trained Models via Label Representation Learning Yitao Liu Chen An Xipeng Qiu 93 17 0 20 Feb 2022
ST-MoE: Designing Stable and Transferable Sparse Expert Models Barret Zoph Irwan Bello Sameer Kumar Nan Du Yanping Huang J. Dean Noam M. Shazeer W. Fedus MoE 218 205 0 17 Feb 2022
Revisiting Parameter-Efficient Tuning: Are We Really There Yet? Guanzheng Chen Fangyu Liu Zaiqiao Meng Shangsong Liang 64 95 0 16 Feb 2022
EdgeFormer: A Parameter-Efficient Transformer for On-Device Seq2seq Generation Tao Ge Si-Qing Chen Furu Wei MoE 91 23 0 16 Feb 2022
Domain Adaptation via Prompt Learning Chunjiang Ge Rui Huang Mixue Xie Zihang Lai Shiji Song Shuang Li Gao Huang VPVLM VLM 115 154 0 14 Feb 2022
Can Machines Help Us Answering Question 16 in Datasheets, and In Turn Reflecting on Inappropriate Content? P. Schramowski Christopher Tauchmann Kristian Kersting FaML 105 100 0 14 Feb 2022
AdaPrompt: Adaptive Model Training for Prompt-based NLP Yulong Chen Yang Liu Li Dong Shuohang Wang Chenguang Zhu Michael Zeng Yue Zhang VLM 102 48 0 10 Feb 2022
Exploring the Limits of Domain-Adaptive Training for Detoxifying Large-Scale Language Models Wei Ping Ming-Yu Liu Chaowei Xiao Peng Xu M. Patwary Mohammad Shoeybi Yue Liu Anima Anandkumar Bryan Catanzaro 104 71 0 08 Feb 2022
Cedille: A large autoregressive French language model Martin Müller Florian Laurent 77 19 0 07 Feb 2022
OFA: Unifying Architectures, Tasks, and Modalities Through a Simple Sequence-to-Sequence Learning Framework Peng Wang An Yang Rui Men Junyang Lin Shuai Bai Zhikang Li Jianxin Ma Chang Zhou Jingren Zhou Hongxia Yang MLLM ObjD 205 884 0 07 Feb 2022
Prompt-Guided Injection of Conformation to Pre-trained Protein Model Qiang Zhang Zeyuan Wang Yuqiang Han Haoran Yu Xurui Jin Huajun Chen 60 3 0 07 Feb 2022
PromptSource: An Integrated Development Environment and Repository for Natural Language Prompts Stephen H. Bach Victor Sanh Zheng-Xin Yong Albert Webson Colin Raffel ... Khalid Almubarak Xiangru Tang Dragomir R. Radev Mike Tian-Jian Jiang Alexander M. Rush VLM 356 356 0 02 Feb 2022
Co-training Improves Prompt-based Learning for Large Language Models Hunter Lang Monica Agrawal Yoon Kim David Sontag VLM LRM 213 41 0 02 Feb 2022