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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
Visual Query Tuning: Towards Effective Usage of Intermediate Representations for Parameter and Memory Efficient Transfer Learning Cheng-Hao Tu Zheda Mai Wei-Lun Chao 57 48 0 06 Dec 2022
Controlled Text Generation using T5 based Encoder-Decoder Soft Prompt Tuning and Analysis of the Utility of Generated Text in AI Damith Chamalke Senadeera Julia Ive 83 6 0 06 Dec 2022
Improving Few-Shot Performance of Language Models via Nearest Neighbor Calibration Feng Nie Meixi Chen Zhirui Zhang Xuan Cheng 65 33 0 05 Dec 2022
Toward Efficient Language Model Pretraining and Downstream Adaptation via Self-Evolution: A Case Study on SuperGLUE Qihuang Zhong Liang Ding Yibing Zhan Yu Qiao Yonggang Wen ... Yixin Chen Xinbo Gao Steven C. H. Hoi Xiaoou Tang Dacheng Tao VLM ELM 124 35 0 04 Dec 2022
Constructing Highly Inductive Contexts for Dialogue Safety through Controllable Reverse Generation Zhexin Zhang Jiale Cheng Hao Sun Jiawen Deng Fei Mi Yasheng Wang Lifeng Shang Minlie Huang SILM 148 9 0 04 Dec 2022
Controllable Image Captioning via Prompting Ning Wang Jiahao Xie Jihao Wu Mingbo Jia Linlin Li 61 24 0 04 Dec 2022
Systematic Analysis for Pretrained Language Model Priming for Parameter-Efficient Fine-tuning Shih-Cheng Huang Shi Wang Min-Han Shih Saurav Sahay Hung-yi Lee 101 0 0 02 Dec 2022
Adapted Multimodal BERT with Layer-wise Fusion for Sentiment Analysis Odysseas S. Chlapanis Georgios Paraskevopoulos Alexandros Potamianos 87 9 0 01 Dec 2022
Extensible Prompts for Language Models on Zero-shot Language Style Customization Tao Ge Jing Hu Li Dong Shaoguang Mao Yanqiu Xia Xun Wang Si-Qing Chen Furu Wei VLM 87 7 0 01 Dec 2022
Data-Efficient Finetuning Using Cross-Task Nearest Neighbors Hamish Ivison Noah A. Smith Hannaneh Hajishirzi Pradeep Dasigi 122 23 0 01 Dec 2022
Learning Label Modular Prompts for Text Classification in the Wild Hailin Chen Amrita Saha Shafiq Joty Steven C. H. Hoi OOD VLM 78 5 0 30 Nov 2022
Transferability Estimation Based On Principal Gradient Expectation Huiyan Qi Lechao Cheng Jingjing Chen Yue Yu Xue Song Zunlei Feng Yueping Jiang 89 2 0 29 Nov 2022
Few-shot Query-Focused Summarization with Prefix-Merging Ruifeng Yuan Zili Wang Ziqiang Cao Wenjie Li 106 7 0 29 Nov 2022
On the Effectiveness of Parameter-Efficient Fine-Tuning Z. Fu Haoran Yang Anthony Man-Cho So Wai Lam Lidong Bing Nigel Collier 78 162 0 28 Nov 2022
A Survey on Conversational Search and Applications in Biomedicine Naga Sai Krishna Adatrao Gowtham Reddy Gadireddy Jiho Noh MedIm 64 4 0 28 Nov 2022
DiffusionBERT: Improving Generative Masked Language Models with Diffusion Models Zhengfu He Tianxiang Sun Kuan-Chieh Wang Xuanjing Huang Xipeng Qiu DiffM VLM 101 131 0 28 Nov 2022
PUnifiedNER: A Prompting-based Unified NER System for Diverse Datasets Jinghui Lu Rui Zhao Brian Mac Namee Fei Tan 91 21 0 27 Nov 2022
BadPrompt: Backdoor Attacks on Continuous Prompts Xiangrui Cai Haidong Xu Sihan Xu Ying Zhang Xiaojie Yuan SILM 85 67 0 27 Nov 2022
VoP: Text-Video Co-operative Prompt Tuning for Cross-Modal Retrieval Siteng Huang Biao Gong Yulin Pan Jianwen Jiang Yiliang Lv Yuyuan Li Donglin Wang VLM VPVLM 97 42 0 23 Nov 2022
Continual Learning of Natural Language Processing Tasks: A Survey Zixuan Ke Bin Liu KELM CLL VLM 108 79 0 23 Nov 2022
HyperTuning: Toward Adapting Large Language Models without Back-propagation Jason Phang Yi Mao Pengcheng He Weizhu Chen 96 34 0 22 Nov 2022
EDICT: Exact Diffusion Inversion via Coupled Transformations Bram Wallace Akash Gokul Nikhil Naik DiffM 111 188 0 22 Nov 2022
Linear Interpolation In Parameter Space is Good Enough for Fine-Tuned Language Models Mark Rofin Nikita Balagansky Daniil Gavrilov MoMe KELM 94 7 0 22 Nov 2022
TEMPERA: Test-Time Prompting via Reinforcement Learning Tianjun Zhang Xuezhi Wang Denny Zhou Dale Schuurmans Joseph E. Gonzalez VLM 63 39 0 21 Nov 2022
Multitask Vision-Language Prompt Tuning Sheng Shen Shijia Yang Tianjun Zhang Bohan Zhai Joseph E. Gonzalez Kurt Keutzer Trevor Darrell VLM VPVLM 115 53 0 21 Nov 2022
PointCLIP V2: Prompting CLIP and GPT for Powerful 3D Open-world Learning Xiangyang Zhu Renrui Zhang Bowei He Ziyu Guo Ziyao Zeng Zipeng Qin Shanghang Zhang Peng Gao VLM 111 149 0 21 Nov 2022
Understanding and Improving Visual Prompting: A Label-Mapping Perspective Aochuan Chen Yuguang Yao Pin-Yu Chen Yihua Zhang Sijia Liu VPVLM VLM 155 83 0 21 Nov 2022
ClipCrop: Conditioned Cropping Driven by Vision-Language Model Zhihang Zhong Mingxi Cheng Zhirong Wu Yuhui Yuan Yinqiang Zheng Ji Li Han Hu Stephen Lin Yoichi Sato Imari Sato VLM CLIP 70 4 0 21 Nov 2022
UnifiedABSA: A Unified ABSA Framework Based on Multi-task Instruction Tuning Zengzhi Wang Rui Xia Jianfei Yu 73 13 0 20 Nov 2022
Decomposed Soft Prompt Guided Fusion Enhancing for Compositional Zero-Shot Learning Xiaocheng Lu Ziming Liu Song Guo Jingcai Guo CoGe 108 31 0 19 Nov 2022
Task Residual for Tuning Vision-Language Models Tao Yu Zhihe Lu Xin Jin Zhibo Chen Xinchao Wang VLM CLIP 108 92 0 18 Nov 2022
ConStruct-VL: Data-Free Continual Structured VL Concepts Learning James Smith Paola Cascante-Bonilla Assaf Arbelle Donghyun Kim Yikang Shen David D. Cox Diyi Yang Z. Kira Rogerio Feris Leonid Karlinsky VLM 146 23 0 17 Nov 2022
Cross-Modal Adapter for Text-Video Retrieval Haojun Jiang Jianke Zhang Rui Huang Chunjiang Ge Zanlin Ni Jiwen Lu Jie Zhou S. Song Gao Huang 136 38 0 17 Nov 2022
CapEnrich: Enriching Caption Semantics for Web Images via Cross-modal Pre-trained Knowledge Linli Yao Wei Chen Qin Jin VLM 121 11 0 17 Nov 2022
How to Fine-Tune Vision Models with SGD Ananya Kumar Ruoqi Shen Sébastien Bubeck Suriya Gunasekar VLM 127 31 0 17 Nov 2022
Prompt Tuning for Parameter-efficient Medical Image Segmentation Marc Fischer Alexander Bartler Bin Yang SSeg 61 21 0 16 Nov 2022
Prompting PaLM for Translation: Assessing Strategies and Performance David Vilar Markus Freitag Colin Cherry Jiaming Luo Viresh Ratnakar George F. Foster LRM 114 167 0 16 Nov 2022
Towards Computationally Verifiable Semantic Grounding for Language Models Chris Alberti Kuzman Ganchev Michael Collins Sebastian Gehrmann Ciprian Chelba 48 0 0 16 Nov 2022
Evaluating the Factual Consistency of Large Language Models Through News Summarization Derek Tam Anisha Mascarenhas Shiyue Zhang Sarah Kwan Joey Tianyi Zhou Colin Raffel HILM 95 106 0 15 Nov 2022
QAmeleon: Multilingual QA with Only 5 Examples Priyanka Agrawal Chris Alberti Fantine Huot Joshua Maynez Ji Ma Sebastian Ruder Kuzman Ganchev Dipanjan Das Mirella Lapata 67 30 0 15 Nov 2022
Cross-Reality Re-Rendering: Manipulating between Digital and Physical Realities Siddhartha Datta 85 0 0 15 Nov 2022
UGIF: UI Grounded Instruction Following S. Venkatesh Partha P. Talukdar S. Narayanan 140 12 0 14 Nov 2022
Finding Skill Neurons in Pre-trained Transformer-based Language Models Xiaozhi Wang Kaiyue Wen Zhengyan Zhang Lei Hou Zhiyuan Liu Juanzi Li MILM MoE 88 52 0 14 Nov 2022
SPE: Symmetrical Prompt Enhancement for Fact Probing Yiyuan Li Tong Che Yezhen Wang Zhengbao Jiang Caiming Xiong Snigdha Chaturvedi 77 6 0 14 Nov 2022
FPT: Improving Prompt Tuning Efficiency via Progressive Training Yufei Huang Yujia Qin Huadong Wang Yichun Yin Maosong Sun Zhiyuan Liu Qun Liu VLM LRM 61 6 0 13 Nov 2022
One-Time Model Adaptation to Heterogeneous Clients: An Intra-Client and Inter-Image Attention Design Yikai Yan Chaoyue Niu Fan Wu Qinya Li Shaojie Tang Chengfei Lyu Guihai Chen 77 0 0 11 Nov 2022
CCPrefix: Counterfactual Contrastive Prefix-Tuning for Many-Class Classification Yongbin Li Canran Xu Guodong Long Tao Shen Chongyang Tao Jing Jiang 84 1 0 11 Nov 2022
Prompt Learning for Domain Adaptation in Task-Oriented Dialogue Makesh Narsimhan Sreedhar Christopher Parisien 27 3 0 10 Nov 2022
EvEntS ReaLM: Event Reasoning of Entity States via Language Models Evangelia Spiliopoulou Artidoro Pagnoni Yonatan Bisk Eduard H. Hovy LRM ReLM 77 10 0 10 Nov 2022
ADEPT: A DEbiasing PrompT Framework Ke Yang Charles Yu Yi R. Fung Manling Li Heng Ji 124 27 0 10 Nov 2022