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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
Flexible text generation for counterfactual fairness probing Zee Fryer Vera Axelrod Ben Packer Alex Beutel Jilin Chen Kellie Webster 38 19 0 28 Jun 2022
Adaptive Multi-view Rule Discovery for Weakly-Supervised Compatible Products Prediction Rongzhi Zhang Rebecca West Xiquan Cui Chao Zhang 100 6 0 28 Jun 2022
ST-Adapter: Parameter-Efficient Image-to-Video Transfer Learning Junting Pan Ziyi Lin Xiatian Zhu Jing Shao Hongsheng Li 96 207 0 27 Jun 2022
Repository-Level Prompt Generation for Large Language Models of Code Disha Shrivastava Hugo Larochelle Daniel Tarlow 103 143 0 26 Jun 2022
MVP: Multi-task Supervised Pre-training for Natural Language Generation Tianyi Tang Junyi Li Wayne Xin Zhao Ji-Rong Wen 120 24 0 24 Jun 2022
Questions Are All You Need to Train a Dense Passage Retriever Devendra Singh Sachan M. Lewis Dani Yogatama Luke Zettlemoyer J. Pineau Manzil Zaheer RALM 134 57 0 21 Jun 2022
DualCoOp: Fast Adaptation to Multi-Label Recognition with Limited Annotations Ximeng Sun Ping Hu Kate Saenko VLM 105 126 0 20 Jun 2022
Towards Unified Conversational Recommender Systems via Knowledge-Enhanced Prompt Learning Xiaolei Wang Kun Zhou Ji-Rong Wen Wayne Xin Zhao HAI AI4TS 73 137 0 19 Jun 2022
Landscape Learning for Neural Network Inversion Ruoshi Liu Chen-Guang Mao Purva Tendulkar Hongya Wang Carl Vondrick 96 8 0 17 Jun 2022
Zero-Shot Video Question Answering via Frozen Bidirectional Language Models Antoine Yang Antoine Miech Josef Sivic Ivan Laptev Cordelia Schmid 149 239 0 16 Jun 2022
Sparse Structure Search for Parameter-Efficient Tuning Shengding Hu Zhen Zhang Ning Ding Yadao Wang Yasheng Wang Zhiyuan Liu Maosong Sun 76 17 0 15 Jun 2022
LIFT: Language-Interfaced Fine-Tuning for Non-Language Machine Learning Tasks Tuan Dinh Yuchen Zeng Ruisu Zhang Ziqian Lin Michael Gira Shashank Rajput Jy-yong Sohn Dimitris Papailiopoulos Kangwook Lee LMTD 176 139 0 14 Jun 2022
LST: Ladder Side-Tuning for Parameter and Memory Efficient Transfer Learning Yi-Lin Sung Jaemin Cho Joey Tianyi Zhou VLM 99 246 0 13 Jun 2022
GLIPv2: Unifying Localization and Vision-Language Understanding Haotian Zhang Pengchuan Zhang Xiaowei Hu Yen-Chun Chen Liunian Harold Li Xiyang Dai Lijuan Wang Lu Yuan Lei Li Jianfeng Gao ObjD VLM 97 303 0 12 Jun 2022
Building a Personalized Dialogue System with Prompt-Tuning Tomohito Kasahara Daisuke Kawahara N. Tung Sheng Li K. Shinzato Toshinori Sato 31 19 0 11 Jun 2022
Neural Prompt Search Yuanhan Zhang Kaiyang Zhou Ziwei Liu VPVLM VLM 106 152 0 09 Jun 2022
DynaMaR: Dynamic Prompt with Mask Token Representation Xiaodi Sun Sunny Rajagopalan Priyank Nigam Weiyi Lu Yi Xu Belinda Zeng Trishul Chilimbi 45 1 0 07 Jun 2022
Instance-wise Prompt Tuning for Pretrained Language Models Yuezihan Jiang Hao Yang Junyang Lin Hanyu Zhao An Yang Chang Zhou Hongxia Yang Zhi-Xin Yang Tengjiao Wang VLM 59 7 0 04 Jun 2022
Prefix Conditioning Unifies Language and Label Supervision Kuniaki Saito Kihyuk Sohn Xinming Zhang Chun-Liang Li Chen-Yu Lee Kate Saenko Tomas Pfister VLM CLIP 99 16 0 02 Jun 2022
ADAPT: Vision-Language Navigation with Modality-Aligned Action Prompts Bingqian Lin Yi Zhu Zicong Chen Xiwen Liang Jian-zhuo Liu Xiaodan Liang LM&Ro 91 51 0 31 May 2022
E2S2: Encoding-Enhanced Sequence-to-Sequence Pretraining for Language Understanding and Generation Qihuang Zhong Liang Ding Juhua Liu Bo Du Dacheng Tao 114 27 0 30 May 2022
Prompt-aligned Gradient for Prompt Tuning Beier Zhu Yulei Niu Yucheng Han Yuehua Wu Hanwang Zhang VLM 325 294 0 30 May 2022
Decoupling Knowledge from Memorization: Retrieval-augmented Prompt Learning Xiang Chen Lei Li Ningyu Zhang Xiaozhuan Liang Shumin Deng Chuanqi Tan Fei Huang Luo Si Huajun Chen VLM 155 55 0 29 May 2022
Parameter-Efficient and Student-Friendly Knowledge Distillation Jun Rao Xv Meng Liang Ding Shuhan Qi Dacheng Tao 96 51 0 28 May 2022
Controllable Text Generation with Neurally-Decomposed Oracle Tao Meng Sidi Lu Nanyun Peng Kai-Wei Chang BDL 105 37 0 27 May 2022
Quark: Controllable Text Generation with Reinforced Unlearning Ximing Lu Sean Welleck Jack Hessel Liwei Jiang Lianhui Qin Peter West Prithviraj Ammanabrolu Yejin Choi MU 176 220 0 26 May 2022
AdaptFormer: Adapting Vision Transformers for Scalable Visual Recognition Shoufa Chen Chongjian Ge Zhan Tong Jiangliu Wang Yibing Song Jue Wang Ping Luo 249 703 0 26 May 2022
Ground-Truth Labels Matter: A Deeper Look into Input-Label Demonstrations Kang Min Yoo Junyeob Kim Sungmin Cho Hyunsoo Cho Hwiyeol Jo Sang-Woo Lee Sang-goo Lee Taeuk Kim 116 129 0 25 May 2022
InstructDial: Improving Zero and Few-shot Generalization in Dialogue through Instruction Tuning Prakhar Gupta Cathy Jiao Yi-Ting Yeh Shikib Mehri M. Eskénazi Jeffrey P. Bigham ALM 119 48 0 25 May 2022
Few-shot Reranking for Multi-hop QA via Language Model Prompting Muhammad Khalifa Lajanugen Logeswaran Moontae Lee Ho Hin Lee Lu Wang LRM 114 20 0 25 May 2022
Overcoming Catastrophic Forgetting in Zero-Shot Cross-Lingual Generation Tu Vu Aditya Barua Brian Lester Daniel Cer Mohit Iyyer Noah Constant CLL 97 66 0 25 May 2022
Multimodal Knowledge Alignment with Reinforcement Learning Youngjae Yu Jiwan Chung Heeseung Yun Jack Hessel Jinho Park ... Prithviraj Ammanabrolu Rowan Zellers Ronan Le Bras Gunhee Kim Yejin Choi VLM 160 37 0 25 May 2022
ORCA: Interpreting Prompted Language Models via Locating Supporting Data Evidence in the Ocean of Pretraining Data Xiaochuang Han Yulia Tsvetkov 97 31 0 25 May 2022
RLPrompt: Optimizing Discrete Text Prompts with Reinforcement Learning Mingkai Deng Jianyu Wang Cheng-Ping Hsieh Yihan Wang Han Guo Tianmin Shu Meng Song Eric Xing Zhiting Hu 97 345 0 25 May 2022
Learning a Better Initialization for Soft Prompts via Meta-Learning Yukun Huang Kun Qian Zhou Yu VLM 141 9 0 25 May 2022
Know Where You're Going: Meta-Learning for Parameter-Efficient Fine-Tuning Mozhdeh Gheini Xuezhe Ma Jonathan May 101 5 0 25 May 2022
Structured Prompt Tuning Chi-Liang Liu Hung-yi Lee Wen-tau Yih 57 3 0 24 May 2022
History Compression via Language Models in Reinforcement Learning Fabian Paischer Thomas Adler Vihang Patil Angela Bitto-Nemling Markus Holzleitner Sebastian Lehner Hamid Eghbalzadeh Sepp Hochreiter OffRL AI4TS 123 46 0 24 May 2022
Evaluating the Impact of Model Scale for Compositional Generalization in Semantic Parsing Linlu Qiu Peter Shaw Panupong Pasupat Tianze Shi Jonathan Herzig Emily Pitler Fei Sha Kristina Toutanova AI4CE LRM 160 54 0 24 May 2022
Enhancing Continual Learning with Global Prototypes: Counteracting Negative Representation Drift Xueying Bai Jinghuan Shang Yifan Sun Niranjan Balasubramanian CLL 71 1 0 24 May 2022
ATTEMPT: Parameter-Efficient Multi-task Tuning via Attentional Mixtures of Soft Prompts Akari Asai Mohammadreza Salehi Matthew E. Peters Hannaneh Hajishirzi 194 102 0 24 May 2022
Representation Projection Invariance Mitigates Representation Collapse Anastasia Razdaibiedina A. Khetan Zohar Karnin Daniel Khashabi Vishaal Kapoor V. Madan 98 5 0 23 May 2022
Many-Class Text Classification with Matching Yi-Fan Song Yuxian Gu Minlie Huang VLM 29 1 0 23 May 2022
When does Parameter-Efficient Transfer Learning Work for Machine Translation? Ahmet Üstün Asa Cooper Stickland 97 7 0 23 May 2022
BBTv2: Towards a Gradient-Free Future with Large Language Models Tianxiang Sun Zhengfu He Hong Qian Yunhua Zhou Xuanjing Huang Xipeng Qiu 150 57 0 23 May 2022
Vector-Quantized Input-Contextualized Soft Prompts for Natural Language Understanding Rishabh Bhardwaj Amrita Saha Guosheng Lin Soujanya Poria VLM VPVLM 53 7 0 23 May 2022
Parameter-Efficient Sparsity for Large Language Models Fine-Tuning Yuchao Li Fuli Luo Chuanqi Tan Mengdi Wang Songfang Huang Shen Li Junjie Bai MQ 121 34 0 23 May 2022
Commonsense Knowledge Salience Evaluation with a Benchmark Dataset in E-commerce Yincen Qu Ningyu Zhang Hui Chen Zelin Dai Zezhong Xu Chengming Wang Xiaoyu Wang Qianglin Chen Huajun Chen 85 7 0 22 May 2022
All Birds with One Stone: Multi-task Text Classification for Efficient Inference with One Forward Pass Jiaxin Huang Tianqi Liu Jialu Liu Á. Lelkes Cong Yu Jiawei Han 59 1 0 22 May 2022
Least-to-Most Prompting Enables Complex Reasoning in Large Language Models Denny Zhou Nathanael Scharli Le Hou Jason W. Wei Nathan Scales ... Dale Schuurmans Claire Cui Olivier Bousquet Quoc Le Ed H. Chi RALM LRM AI4CE 109 1,139 0 21 May 2022