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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
CliniDigest: A Case Study in Large Language Model Based Large-Scale Summarization of Clinical Trial Descriptions Renee D. White Tristan Peng Pann Sripitak Alexander Rosenberg Johansen M. Snyder LM&MA ELM 43 17 0 26 Jul 2023
Low-Parameter Federated Learning with Large Language Models Jing Jiang Xiangyang Liu Chenyou Fan 61 26 0 26 Jul 2023
E^2VPT: An Effective and Efficient Approach for Visual Prompt Tuning Cheng Han Qifan Wang Yiming Cui Zhiwen Cao Wenguan Wang Siyuan Qi Dongfang Liu VPVLM VLM 90 55 0 25 Jul 2023
Foundational Models Defining a New Era in Vision: A Survey and Outlook Muhammad Awais Muzammal Naseer Salman Khan Rao Muhammad Anwer Hisham Cholakkal M. Shah Ming-Hsuan Yang Fahad Shahbaz Khan VLM 148 128 0 25 Jul 2023
LoraHub: Efficient Cross-Task Generalization via Dynamic LoRA Composition Chengsong Huang Qian Liu Bill Yuchen Lin Tianyu Pang Chao Du Min Lin MoMe 113 216 0 25 Jul 2023
A Real-World WebAgent with Planning, Long Context Understanding, and Program Synthesis Izzeddin Gur Hiroki Furuta Austin Huang Mustafa Safdari Yutaka Matsuo Douglas Eck Aleksandra Faust LM&Ro LLMAG 198 226 0 24 Jul 2023
RRAML: Reinforced Retrieval Augmented Machine Learning Andrea Bacciu Florin Cocunasu F. Siciliano Fabrizio Silvestri Nicola Tonellotto Giovanni Trappolini RALM 125 7 0 24 Jul 2023
Selective Perception: Optimizing State Descriptions with Reinforcement Learning for Language Model Actors Kolby Nottingham Yasaman Razeghi Kyungmin Kim JB Lanier Pierre Baldi Roy Fox Sameer Singh 92 10 0 21 Jul 2023
Enhancing CLIP with GPT-4: Harnessing Visual Descriptions as Prompts Mayug Maniparambil Chris Vorster D. Molloy N. Murphy Kevin McGuinness Noel E. O'Connor CLIP VLM MLLM 106 54 0 21 Jul 2023
Embroid: Unsupervised Prediction Smoothing Can Improve Few-Shot Classification Neel Guha Mayee F. Chen Kush S. Bhatia Azalia Mirhoseini Frederic Sala Christopher Ré 78 4 0 20 Jul 2023
Multi-Method Self-Training: Improving Code Generation With Text, And Vice Versa Shriyash Upadhyay Etan Ginsberg SyDa LRM 60 0 0 20 Jul 2023
FinGPT: Democratizing Internet-scale Data for Financial Large Language Models Xiao-Yang Liu Guoxuan Wang Hongyang Yang Daochen Zha AIFin 116 50 0 19 Jul 2023
Information Retrieval Meets Large Language Models: A Strategic Report from Chinese IR Community Qingyao Ai Ting Bai Bo Zhao Yi-Ju Chang Jiawei Chen ... Peng Zhang Fan Zhang Wei-na Zhang Hao Fei Xiaofei Zhu 100 62 0 19 Jul 2023
Towards Federated Foundation Models: Scalable Dataset Pipelines for Group-Structured Learning Zachary B. Charles Nicole Mitchell Krishna Pillutla Michael Reneer Zachary Garrett FedML AI4CE 89 31 0 18 Jul 2023
PromptMagician: Interactive Prompt Engineering for Text-to-Image Creation Yingchaojie Feng Xingbo Wang Kamkwai Wong Sijia Wang Yuhong Lu Minfeng Zhu Baicheng Wang Wei Chen DiffM 87 83 0 18 Jul 2023
Multimodal LLMs for health grounded in individual-specific data Anastasiya Belyaeva J. Cosentino F. Hormozdiari Krish Eswaran S. Shetty Greg C. Corrado Andrew Carroll Cory Y. McLean N. Furlotte LM&MA 94 57 0 18 Jul 2023
Soft Prompt Tuning for Augmenting Dense Retrieval with Large Language Models Zhiyuan Peng Xuyang Wu Qifan Wang Yihan Fang VLM RALM 110 12 0 17 Jul 2023
Tangent Model Composition for Ensembling and Continual Fine-tuning Tianlin Liu Stefano Soatto LRM MoMe CLL 84 17 0 16 Jul 2023
Bootstrapping Vision-Language Learning with Decoupled Language Pre-training Yiren Jian Chongyang Gao Soroush Vosoughi VLM MLLM 106 31 0 13 Jul 2023
Adapting an ASR Foundation Model for Spoken Language Assessment Rao Ma Mengjie Qian Mark Gales Kate Knill 63 14 0 13 Jul 2023
Unsupervised Calibration through Prior Adaptation for Text Classification using Large Language Models Lautaro Estienne Luciana Ferrer Matías Vera Pablo Piantanida VLM 55 1 0 13 Jul 2023
AutoHint: Automatic Prompt Optimization with Hint Generation Hong Sun Xue Li Yi Xu Youkow Homma Qinhao Cao Min-man Wu Jian Jiao Denis Xavier Charles 98 25 0 13 Jul 2023
A Comprehensive Overview of Large Language Models Humza Naveed Asad Ullah Khan Shi Qiu Muhammad Saqib Saeed Anwar Muhammad Usman Naveed Akhtar Nick Barnes Ajmal Mian OffRL 261 630 0 12 Jul 2023
Towards Robust and Efficient Continual Language Learning Adam Fisch Amal Rannen-Triki Razvan Pascanu J. Bornschein Angeliki Lazaridou E. Gribovskaya MarcÁurelio Ranzato CLL 61 1 0 11 Jul 2023
Attribute Controlled Dialogue Prompting Runcheng Liu Ahmad Rashid I. Kobyzev Mehdi Rezagholizadeh Pascal Poupart 73 2 0 11 Jul 2023
SuryaKiran at MEDIQA-Sum 2023: Leveraging LoRA for Clinical Dialogue Summarization Kunal Suri Prakhar Mishra Saumajit Saha Ashutosh Kumar Singh LM&MA 57 3 0 11 Jul 2023
FedYolo: Augmenting Federated Learning with Pretrained Transformers Xuechen Zhang Mingchen Li Xiangyu Chang Jiasi Chen Amit K. Roy-Chowdhury A. Suresh Samet Oymak FedML 93 7 0 10 Jul 2023
Fed-CPrompt: Contrastive Prompt for Rehearsal-Free Federated Continual Learning Gaurav R. Bagwe Xiaoyong Yuan Miao Pan Lan Zhang VLM FedML CLL 77 13 0 10 Jul 2023
TIM: Teaching Large Language Models to Translate with Comparison Jiali Zeng Fandong Meng Yongjing Yin Jie Zhou 118 57 0 10 Jul 2023
Advancements in Scientific Controllable Text Generation Methods Arnav Goel Medha Hira Avinash Anand Siddhesh Bangar R. Shah 79 7 0 08 Jul 2023
Answering Ambiguous Questions via Iterative Prompting Weiwei Sun Hengyi Cai Hongshen Chen Fajie Yuan Zhumin Chen Maarten de Rijke Zhaochun Ren 86 11 0 08 Jul 2023
Large Language Models for Supply Chain Optimization Beibin Li Konstantina Mellou Bo-qing Zhang Jeevan Pathuri Ishai Menache 98 50 0 08 Jul 2023
Parameter-Efficient Fine-Tuning of LLaMA for the Clinical Domain Aryo Pradipta Gema Pasquale Minervini Luke Daines Tom Hope Beatrice Alex LM&MA ALM 82 42 0 06 Jul 2023
Generative Zero-Shot Prompt Learning for Cross-Domain Slot Filling with Inverse Prompting Xuefeng Li Liwen Wang Guanting Dong Keqing He Jinzheng Zhao Hao Lei Jiachi Liu Weiran Xu VLM 76 14 0 06 Jul 2023
Training Models to Generate, Recognize, and Reframe Unhelpful Thoughts Mounica Maddela Megan Ung Jing Xu Andrea Madotto H. Foran Y-Lan Boureau LRM 107 23 0 06 Jul 2023
Scaling In-Context Demonstrations with Structured Attention Tianle Cai Kaixuan Huang Jason D. Lee Mengdi Wang LRM 80 8 0 05 Jul 2023
ProPILE: Probing Privacy Leakage in Large Language Models Siwon Kim Sangdoo Yun Hwaran Lee Martin Gubri Sungroh Yoon Seong Joon Oh PILM 488 113 3 04 Jul 2023
Dipping PLMs Sauce: Bridging Structure and Text for Effective Knowledge Graph Completion via Conditional Soft Prompting Chen Chen Yufei Wang Aixin Sun Bing Li Kwok-Yan Lam 101 46 0 04 Jul 2023
Unified Conversational Models with System-Initiated Transitions between Chit-Chat and Task-Oriented Dialogues Ye Liu Stefan Ultes Wolfgang Minker Wolfgang Maier 57 7 0 04 Jul 2023
All in One: Multi-task Prompting for Graph Neural Networks Xiangguo Sun Hongtao Cheng Jia Li Bo Liu Jihong Guan LLMAG AI4CE 127 149 0 04 Jul 2023
On Conditional and Compositional Language Model Differentiable Prompting Jonathan Pilault Can Liu Joey Tianyi Zhou Markus Dreyer 54 1 0 04 Jul 2023
Cross-modality Attention Adapter: A Glioma Segmentation Fine-tuning Method for SAM Using Multimodal Brain MR Images Xiaoyu Shi Shurong Chai Yinhao Li Jingliang Cheng J. Bai Guohua Zhao Yen-Wei Chen 69 7 0 03 Jul 2023
CoPL: Contextual Prompt Learning for Vision-Language Understanding Koustava Goswami Srikrishna Karanam Prateksha Udhayanan J. JosephK. Balaji Vasan Srinivasan VLM 80 11 0 03 Jul 2023
PM-DETR: Domain Adaptive Prompt Memory for Object Detection with Transformers Peidong Jia Jiaming Liu Senqiao Yang Jiarui Wu Xiaodong Xie Shanghang Zhang VLM 94 3 0 01 Jul 2023
Prompting classes: Exploring the Power of Prompt Class Learning in Weakly Supervised Semantic Segmentation Balamurali Murugesan Rukhshanda Hussain Rajarshi Bhattacharya Ismail Ben Ayed Jose Dolz VLM VPVLM 106 4 0 30 Jun 2023
SPAE: Semantic Pyramid AutoEncoder for Multimodal Generation with Frozen LLMs Lijun Yu Yong Cheng Zhiruo Wang Vivek Kumar Wolfgang Macherey ... Yonatan Bisk Ming-Hsuan Yang Kevin Patrick Murphy Alexander G. Hauptmann Lu Jiang MLLM 99 52 0 30 Jun 2023
Multimodal Prompt Retrieval for Generative Visual Question Answering Timothy Ossowski Junjie Hu 41 1 0 30 Jun 2023
Prompt Ensemble Self-training for Open-Vocabulary Domain Adaptation Jiaxing Huang Jingyi Zhang Han Qiu Sheng Jin Shijian Lu VPVLM VLM 104 0 0 29 Jun 2023
ZeroGen: Zero-shot Multimodal Controllable Text Generation with Multiple Oracles Haoqin Tu Bowen Yang Xianfeng Zhao 63 6 0 29 Jun 2023
On the Exploitability of Instruction Tuning Manli Shu Jiong Wang Chen Zhu Jonas Geiping Chaowei Xiao Tom Goldstein SILM 144 99 0 28 Jun 2023