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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
LFPT5: A Unified Framework for Lifelong Few-shot Language Learning Based on Prompt Tuning of T5 Chengwei Qin Shafiq Joty CLL 216 104 0 14 Oct 2021
Symbolic Knowledge Distillation: from General Language Models to Commonsense Models Peter West Chandrasekhar Bhagavatula Jack Hessel Jena D. Hwang Liwei Jiang Ronan Le Bras Ximing Lu Sean Welleck Yejin Choi SyDa 143 333 0 14 Oct 2021
MSP: Multi-Stage Prompting for Making Pre-trained Language Models Better Translators Zhixing Tan Xiangwen Zhang Shuo Wang Yang Liu VLM LRM 285 53 0 13 Oct 2021
Prompt-tuning in ASR systems for efficient domain-adaptation Saket Dingliwal Ashish Shenoy S. Bodapati Ankur Gandhe R. Gadde Katrin Kirchhoff 64 3 0 13 Oct 2021
Differentially Private Fine-tuning of Language Models Da Yu Saurabh Naik A. Backurs Sivakanth Gopi Huseyin A. Inan ... Y. Lee Andre Manoel Lukas Wutschitz Sergey Yekhanin Huishuai Zhang 262 373 0 13 Oct 2021
LiST: Lite Prompted Self-training Makes Parameter-Efficient Few-shot Learners Yaqing Wang Subhabrata Mukherjee Xiaodong Liu Jing Gao Ahmed Hassan Awadallah Jianfeng Gao VLM BDL 106 11 0 12 Oct 2021
Improving Gender Fairness of Pre-Trained Language Models without Catastrophic Forgetting Zahra Fatemi Chen Xing Wenhao Liu Caiming Xiong CLL 82 34 0 11 Oct 2021
CLIP-Adapter: Better Vision-Language Models with Feature Adapters Peng Gao Shijie Geng Renrui Zhang Teli Ma Rongyao Fang Yongfeng Zhang Hongsheng Li Yu Qiao VLM CLIP 352 1,064 0 09 Oct 2021
A Few More Examples May Be Worth Billions of Parameters Yuval Kirstain Patrick Lewis Sebastian Riedel Omer Levy 127 21 0 08 Oct 2021
Towards a Unified View of Parameter-Efficient Transfer Learning Junxian He Chunting Zhou Xuezhe Ma Taylor Berg-Kirkpatrick Graham Neubig AAML 184 958 0 08 Oct 2021
FewNLU: Benchmarking State-of-the-Art Methods for Few-Shot Natural Language Understanding Yanan Zheng Jing Zhou Yujie Qian Ming Ding Chonghua Liao Jian Li Ruslan Salakhutdinov Jie Tang Sebastian Ruder Zhilin Yang ELM 278 29 0 27 Sep 2021
Paradigm Shift in Natural Language Processing Tianxiang Sun Xiangyang Liu Xipeng Qiu Xuanjing Huang 224 82 0 26 Sep 2021
Reframing Instructional Prompts to GPTk's Language Swaroop Mishra Daniel Khashabi Chitta Baral Yejin Choi Hannaneh Hajishirzi 116 221 0 16 Sep 2021
Exploring Prompt-based Few-shot Learning for Grounded Dialog Generation Chujie Zheng Minlie Huang 104 44 0 14 Sep 2021
Few-Shot Cross-Lingual Stance Detection with Sentiment-Based Pre-Training Momchil Hardalov Arnav Arora Preslav Nakov Isabelle Augenstein 88 63 0 13 Sep 2021
PoKE: A Prompt-based Knowledge Eliciting Approach for Event Argument Extraction Jiaju Lin Qin Chen 56 1 0 11 Sep 2021
What Changes Can Large-scale Language Models Bring? Intensive Study on HyperCLOVA: Billions-scale Korean Generative Pretrained Transformers Boseop Kim Hyoungseok Kim Sang-Woo Lee Gichang Lee Donghyun Kwak ... Jaewook Kang Inho Kang Jung-Woo Ha W. Park Nako Sung VLM 292 124 0 10 Sep 2021
CINS: Comprehensive Instruction for Few-shot Learning in Task-oriented Dialog Systems Fei Mi Yitong Li Yasheng Wang Xin Jiang Qun Liu 97 43 0 10 Sep 2021
PPT: Pre-trained Prompt Tuning for Few-shot Learning Yuxian Gu Xu Han Zhiyuan Liu Minlie Huang VLM 162 420 0 09 Sep 2021
Continuous Entailment Patterns for Lexical Inference in Context Martin Schmitt Hinrich Schütze 78 3 0 08 Sep 2021
Discrete and Soft Prompting for Multilingual Models Mengjie Zhao Hinrich Schütze LRM 92 72 0 08 Sep 2021
Teaching Autoregressive Language Models Complex Tasks By Demonstration Gabriel Recchia 83 22 0 05 Sep 2021
Finetuned Language Models Are Zero-Shot Learners Jason W. Wei Maarten Bosma Vincent Zhao Kelvin Guu Adams Wei Yu Brian Lester Nan Du Andrew M. Dai Quoc V. Le ALM UQCV 346 3,806 0 03 Sep 2021
Do Prompt-Based Models Really Understand the Meaning of their Prompts? Albert Webson Ellie Pavlick LRM 136 374 0 02 Sep 2021
Learning to Prompt for Vision-Language Models Kaiyang Zhou Jingkang Yang Chen Change Loy Ziwei Liu VPVLM CLIP VLM 550 2,447 0 02 Sep 2021
A Generative Approach for Mitigating Structural Biases in Natural Language Inference Dimion Asael Zachary M. Ziegler Yonatan Belinkov 43 8 0 31 Aug 2021
LightNER: A Lightweight Tuning Paradigm for Low-resource NER via Pluggable Prompting Xiang Chen Lei Li Shumin Deng Chuanqi Tan Changliang Xu Fei Huang Luo Si Huajun Chen Ningyu Zhang VLM 126 71 0 31 Aug 2021
Differentiable Prompt Makes Pre-trained Language Models Better Few-shot Learners Ningyu Zhang Luoqiu Li Xiang Chen Shumin Deng Zhen Bi Chuanqi Tan Fei Huang Huajun Chen VLM 150 180 0 30 Aug 2021
Prompt-Learning for Fine-Grained Entity Typing Ning Ding Yulin Chen Xu Han Guangwei Xu Pengjun Xie Haitao Zheng Zhiyuan Liu Juan-Zi Li Hong-Gee Kim 95 159 0 24 Aug 2021
Toward a `Standard Model' of Machine Learning Zhiting Hu Eric Xing 95 12 0 17 Aug 2021
Program Synthesis with Large Language Models Jacob Austin Augustus Odena Maxwell Nye Maarten Bosma Henryk Michalewski ... Ellen Jiang Carrie J. Cai Michael Terry Quoc V. Le Charles Sutton ELM AIMat ReCod ALM 218 2,023 0 16 Aug 2021
Accurate, yet inconsistent? Consistency Analysis on Language Understanding Models Myeongjun Jang D. Kwon Thomas Lukasiewicz 71 13 0 15 Aug 2021
The SelectGen Challenge: Finding the Best Training Samples for Few-Shot Neural Text Generation Ernie Chang Xiaoyu Shen Alex Marin Vera Demberg 51 9 0 14 Aug 2021
AMMUS : A Survey of Transformer-based Pretrained Models in Natural Language Processing Katikapalli Subramanyam Kalyan A. Rajasekharan S. Sangeetha VLM LM&MA 107 270 0 12 Aug 2021
Noisy Channel Language Model Prompting for Few-Shot Text Classification Sewon Min Michael Lewis Hannaneh Hajishirzi Luke Zettlemoyer VLM 90 220 0 09 Aug 2021
Pre-train, Prompt, and Predict: A Systematic Survey of Prompting Methods in Natural Language Processing Pengfei Liu Weizhe Yuan Jinlan Fu Zhengbao Jiang Hiroaki Hayashi Graham Neubig VLM SyDa 320 4,047 0 28 Jul 2021
Multimodal Few-Shot Learning with Frozen Language Models Maria Tsimpoukelli Jacob Menick Serkan Cabi S. M. Ali Eslami Oriol Vinyals Felix Hill MLLM 236 792 0 25 Jun 2021
Cutting Down on Prompts and Parameters: Simple Few-Shot Learning with Language Models Robert L Logan IV Ivana Balavzević Eric Wallace Fabio Petroni Sameer Singh Sebastian Riedel VPVLM 106 212 0 24 Jun 2021
CPM-2: Large-scale Cost-effective Pre-trained Language Models Zhengyan Zhang Yuxian Gu Xu Han Shengqi Chen Chaojun Xiao ... Minlie Huang Wentao Han Yang Liu Xiaoyan Zhu Maosong Sun MoE 93 88 0 20 Jun 2021
LoRA: Low-Rank Adaptation of Large Language Models J. E. Hu Yelong Shen Phillip Wallis Zeyuan Allen-Zhu Yuanzhi Li Shean Wang Lu Wang Weizhu Chen OffRL AI4TS AI4CE ALM AIMat 714 10,634 0 17 Jun 2021
Why Do Pretrained Language Models Help in Downstream Tasks? An Analysis of Head and Prompt Tuning Colin Wei Sang Michael Xie Tengyu Ma 148 100 0 17 Jun 2021
Efficient (Soft) Q-Learning for Text Generation with Limited Good Data Han Guo Bowen Tan Zhengzhong Liu Eric P. Xing Zhiting Hu OffRL 92 35 0 14 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 177 863 0 14 Jun 2021
Compacter: Efficient Low-Rank Hypercomplex Adapter Layers Rabeeh Karimi Mahabadi James Henderson Sebastian Ruder MoE 155 494 0 08 Jun 2021
Signal Transformer: Complex-valued Attention and Meta-Learning for Signal Recognition Yihong Dong Ying Peng Muqiao Yang Songtao Lu Qingjiang Shi 103 9 0 05 Jun 2021
PTR: Prompt Tuning with Rules for Text Classification Xu Han Weilin Zhao Ning Ding Zhiyuan Liu Maosong Sun VLM 106 533 0 24 May 2021
MineGAN++: Mining Generative Models for Efficient Knowledge Transfer to Limited Data Domains Yaxing Wang Abel Gonzalez-Garcia Chenshen Wu Luis Herranz Fahad Shahbaz Khan Shangling Jui Joost van de Weijer 68 6 0 28 Apr 2021
Cross-Attention is All You Need: Adapting Pretrained Transformers for Machine Translation Mozhdeh Gheini Xiang Ren Jonathan May LRM 92 116 0 18 Apr 2021
KnowPrompt: Knowledge-aware Prompt-tuning with Synergistic Optimization for Relation Extraction Xiang Chen Ningyu Zhang Xin Xie Shumin Deng Yunzhi Yao Chuanqi Tan Fei Huang Luo Si Huajun Chen 185 420 0 15 Apr 2021
Adapting Language Models for Zero-shot Learning by Meta-tuning on Dataset and Prompt Collections Ruiqi Zhong Kristy Lee Zheng Zhang Dan Klein 158 173 0 10 Apr 2021